{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import pickle\n",
    "import numpy as np\n",
    "from scipy.optimize import curve_fit\n",
    "from scipy import asarray as ar,exp\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib notebook\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "infect_A=pd.read_csv('infectDataset/city_A/infection.csv',header=None)\n",
    "infect_A.columns = ['city','region_id','date', 'index']\n",
    "infect_B=pd.read_csv('infectDataset/city_B/infection.csv',header=None)\n",
    "infect_B.columns = ['city','region_id','date', 'index']\n",
    "infect_C=pd.read_csv('infectDataset/city_C/infection.csv',header=None)\n",
    "infect_C.columns = ['city','region_id','date', 'index']\n",
    "infect_D=pd.read_csv('infectDataset/city_D/infection.csv',header=None)\n",
    "infect_D.columns = ['city','region_id','date', 'index']\n",
    "infect_E=pd.read_csv('infectDataset/city_E/infection.csv',header=None)\n",
    "infect_E.columns = ['city','region_id','date', 'index']\n",
    "infect_F=pd.read_csv('infectDataset/city_F/infection.csv',header=None)\n",
    "infect_F.columns = ['city','region_id','date', 'index']\n",
    "infect_G=pd.read_csv('infectDataset/city_G/infection.csv',header=None)\n",
    "infect_G.columns = ['city','region_id','date', 'index']\n",
    "infect_H=pd.read_csv('infectDataset/city_H/infection.csv',header=None)\n",
    "infect_H.columns = ['city','region_id','date', 'index']\n",
    "infect_I=pd.read_csv('infectDataset/city_I/infection.csv',header=None)\n",
    "infect_I.columns = ['city','region_id','date', 'index']\n",
    "infect_J=pd.read_csv('infectDataset/city_J/infection.csv',header=None)\n",
    "infect_J.columns = ['city','region_id','date', 'index']\n",
    "infect_K=pd.read_csv('infectDataset/city_K/infection.csv',header=None)\n",
    "infect_K.columns = ['city','region_id','date', 'index']\n",
    "#\n",
    "#\n",
    "infection_data={'A':infect_A,'B':infect_B,'C':infect_C,'D':infect_D,'E':infect_E,'F':infect_F,'G':infect_G,'H':infect_H,'I':infect_I,'J':infect_J,'K':infect_K}\n",
    "#按照date进行groupby,total_A就表示了city_A 45天每天的新增人数\n",
    "grouped=infect_A.groupby(['date'])\n",
    "total_A=grouped['index'].agg(np.sum).reset_index(drop=True)#45天每天新增人数\n",
    "#acc_A=[np.sum(total_A[:i]) for i in range(1,len(total_A)+1)]#45天每天累计感染人数\n",
    "grouped=infect_B.groupby(['date'])\n",
    "total_B=grouped['index'].agg(np.sum).reset_index(drop=True)\n",
    "#acc_B=[np.sum(total_B[:i]) for i in range(1,len(total_B)+1)]\n",
    "grouped=infect_C.groupby(['date'])\n",
    "total_C=grouped['index'].agg(np.sum).reset_index(drop=True)\n",
    "#acc_C=[np.sum(total_C[:i]) for i in range(1,len(total_C)+1)]\n",
    "grouped=infect_D.groupby(['date'])\n",
    "total_D=grouped['index'].agg(np.sum).reset_index(drop=True)\n",
    "#acc_D=[np.sum(total_D[:i]) for i in range(1,len(total_D)+1)]\n",
    "grouped=infect_E.groupby(['date'])\n",
    "total_E=grouped['index'].agg(np.sum).reset_index(drop=True)\n",
    "#acc_E=[np.sum(total_E[:i]) for i in range(1,len(total_E)+1)]\n",
    "grouped=infect_F.groupby(['date'])\n",
    "total_F=grouped['index'].agg(np.sum).reset_index(drop=True)#45天每天新增人数\n",
    "#acc_F=[np.sum(total_F[:i]) for i in range(1,len(total_F)+1)]#45天每天累计感染人数\n",
    "grouped=infect_G.groupby(['date'])\n",
    "total_G=grouped['index'].agg(np.sum).reset_index(drop=True)\n",
    "#acc_G=[np.sum(total_G[:i]) for i in range(1,len(total_G)+1)]\n",
    "grouped=infect_H.groupby(['date'])\n",
    "total_H=grouped['index'].agg(np.sum).reset_index(drop=True)\n",
    "#acc_H=[np.sum(total_H[:i]) for i in range(1,len(total_H)+1)]\n",
    "grouped=infect_I.groupby(['date'])\n",
    "total_I=grouped['index'].agg(np.sum).reset_index(drop=True)\n",
    "#acc_I=[np.sum(total_I[:i]) for i in range(1,len(total_I)+1)]\n",
    "grouped=infect_J.groupby(['date'])\n",
    "total_J=grouped['index'].agg(np.sum).reset_index(drop=True)\n",
    "#acc_J=[np.sum(total_J[:i]) for i in range(1,len(total_J)+1)]\n",
    "grouped=infect_K.groupby(['date'])\n",
    "total_K=grouped['index'].agg(np.sum).reset_index(drop=True)\n",
    "#acc_K=[np.sum(total_K[:i]) for i in range(1,len(total_K)+1)]\n",
    "city_infect={'A':total_A,'B':total_B,'C':total_C,'D':total_D,'E':total_E,'F':total_F,'G':total_G,'H':total_H,'I':total_I,'J':total_J,'K':total_K}\n",
    "#acc_infect={'A':acc_A,'B':acc_B,'C':acc_C,'D':acc_D,'E':acc_E,'F':acc_F,'G':acc_G,'H':acc_H,'I':acc_I,'J':acc_J,'K':acc_K}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"\\nre_sub=pd.read_csv('submits/submissionShilft1_16.csv',header=None)\\nre_sub.columns = ['city','region_id','date', 'index']\\npre_city_id={}\\npre_id={}\\npre_best={}\\ndef get_true(city,Id):\\n    infection=infection_data[city]\\n    id_infect=infection[infection['region_id'].isin([Id])].reset_index(drop=True)\\n    return id_infect['index'].values\\ngrouped=re_sub.groupby(['city'])\\nfor city,group in grouped:\\n    data=group.reset_index(drop=True)\\n    grouped1=data.groupby(['date'])\\n    pre_city=grouped1['index'].agg(np.sum).reset_index(drop=True)#30天每天新增人数\\n    pre_best[city]=pre_city\\n\""
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#这段代码\n",
    "'''\n",
    "re_sub=pd.read_csv('submits/submissionShilft1_16.csv',header=None)\n",
    "re_sub.columns = ['city','region_id','date', 'index']\n",
    "pre_city_id={}\n",
    "pre_id={}\n",
    "pre_best={}\n",
    "def get_true(city,Id):\n",
    "    infection=infection_data[city]\n",
    "    id_infect=infection[infection['region_id'].isin([Id])].reset_index(drop=True)\n",
    "    return id_infect['index'].values\n",
    "grouped=re_sub.groupby(['city'])\n",
    "for city,group in grouped:\n",
    "    data=group.reset_index(drop=True)\n",
    "    grouped1=data.groupby(['date'])\n",
    "    pre_city=grouped1['index'].agg(np.sum).reset_index(drop=True)#30天每天新增人数\n",
    "    pre_best[city]=pre_city\n",
    "'''\n",
    "\n",
    "\n",
    "#for key in city_infect.keys():\n",
    "#    city_infect[key]=pd.concat((city_infect[key],pre_best[key]),axis=0).reset_index(drop=True)\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# SEIR模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "city_A的最佳拟合参数\n",
      "1.0 559183.6734693877 10.0\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "city_B的最佳拟合参数\n",
      "1.0 224489.79591836737 0.1\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "city_C的最佳拟合参数\n",
      "0.9052631578947369 1674489.7959183673 2.3000000000000003\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "city_D的最佳拟合参数\n",
      "1.0 345918.36734693876 0.1\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAApoAAAGaCAYAAACv5ONiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nOzdeXzU1b3/8dcnCyFAAAEJCLLKouz7IiAoKqKibbHS3tti661au1jrr6u2Ypd7u3ht6+1i7a3Vbldb6y7uEhbZkcWgLAJhX2QnQEKW8/vjzIQhTJKZMN+ZLO/n45HHdzLfc77nJNPiJ2f5HHPOISIiIiKSaGmp7oCIiIiINEwKNEVEREQkEAo0RURERCQQCjRFREREJBAKNEVEREQkEAo0RURERCQQCjRFREREJBAZqe6AiIgklplVTpB8CjgKbAfeBf4FvO6cK0t230SkcTElbBcRaVgiAs0HQtd0oDXQD7gUaAIsB/7NObch+T0UkcZCgaaISAMTDjSdcxblXi7wP8BN+BHO4c65fcntoYg0FlqjKSLSiDjn9gIzgDzgQuC7Ke2QiDRoGtEUEWlgqhvRjChzBfAmsA/o4PQfAxEJgAJNEZEGJsZAMwsoxG8K7eGc25Kk7olII6KpcxGRRsg5VwwcCH17fir7IiINlwJNEZHGKzziqaktEQmEAk0RkUbIzJoCbULffpTKvohIw6VAU0SkcRqHX5+51zlXkOK+iEgDpUBTRKSRMbM04N7Qt39PZV9EpGFToCki0oiYWXvgSWAisA34z5R2SEQaNJ11LiLSQJnZrNDLNE4fQTkOfwTlUvwRlPtT0zsRaQyUR1NEpIGJOOs87BRwDNgKvAv8C3jdOVee7L6JSOOiQFNEREREAqE1miIiIiISCAWaIiIiIhIIBZoiIiIiEggFmiIiIiISCAWaIiIiIhII5dGsg9q1a+e6desWaBvHjx+nefPmgbYhwdPn2DDoc2wY9Dk2DPoc47dixYr9zrnzo91ToFkHdevWjeXLlwfaRl5eHhMnTgy0DQmePseGQZ9jw6DPsWHQ5xg/M9ta1T1NnYuIiIhIIBRoioiIiEggFGiKiIiISCC0RlNERETkHJWUlLBjxw6KiopS3ZXANG3alM6dO5OZmRlzHQWaIiIiIudox44d5OTk0K1bN8ws1d1JOOccBw4cYMeOHXTv3j3mepo6FxERETlHRUVFtG3btkEGmQBmRtu2beMesVWgKSIiIpIADTXIDKvNz6dAU0RERKQB+PGPf0y/fv0YOHAggwcPZsmSJUycOJE+ffowePBgBg8ezPTp0wGYNWsWDz74IAC33HIL3bt3Z/DgwQwaNIi33norYX3SGk0RERGRem7RokW89NJLvPvuu2RlZbF//35OnToFwN/+9jeGDx9ebf2f//znTJ8+nTlz5nDbbbexcePGhPRLgaaIiIhIPbd7927atWtHVlYWAO3atavVc8aMGcPOnTsT1i9NnYuIiIgkklkwX9W46qqr2L59O7179+bOO+9k7ty5Fff+7d/+rWLq/Bvf+Ea1z3n11Ve58cYbE/JrAI1oiohIQ1NaCn/4A1x0EVx5Zap7I5IULVq0YMWKFcyfP585c+Zw880385Of/ASIber8G9/4Bt/85jfZt28fixcvTli/FGiKiEjDceIEzJgBL77ov586FR56CPr0SW2/pHFxLiXNpqenM3HiRCZOnMiAAQN44oknYq7785//nI9//OM8/PDDzJw5kxUrViSkT5o6FxGRhuHQIbjqKh9knncetGwJs2dD//7w9a/D4cOp7qFIYNavX3/GBp5Vq1bRtWvXuJ6RlpbGXXfdRXl5Oa+99lpC+qVAU0RE6r+dO2H8eHjnHbjwQn/duBG+8AUoK4Nf/AJ69YJHH4Xy8lT3ViThCgsLmTlzJpdccgkDBw7k/fffZ9asWcCZazQnT55c7XPMjPvuu4+f/exnCemXps5FRKR+W7cOrr4atm2DSy6BV1/1wSb4wPKLX4S77oL58+H22/3I5je/mdo+iyTYsGHDWLhw4Vnv5+XlRS0fDkIBHn/88TPufeITn+ATn/hEQvqlEU0REam/li6FceN8kDl2rA8mw0Fm2JAhMHeu3yAE8LOfQWFh8vsq0ggp0BQRkfqpqAhuvBEOHIBrr4U33oA2baKXNYNbb/XB6IED8Mgjye2rSCOlQFNEROqn//s/2L0bBg2CZ5+FZs2qL28G993nXz/4IJw8GXwfRRo5BZoiIlL/OOfTFgHccw9kZsZWb8oUGDYM9u6F//3f4PonIoACTRERqY/efBPy86FjR7j55tjrRY5q/vSnUFwcTP9EBFCgKSIi9VF4NPMrX4EmTeKrO20aDBjgUyLFkdBaROKX8kDTzNqa2X+Y2bNm9qGZnTSzI2a2wMxuNbOofTSzsWY228wOmtkJM1tjZl8zs/Rq2pppZkvNrDDURp6ZXVdN+Wwze8DM1ptZkZntM7N/mNnF1dTpbGaPmdkuMys2swIz+6WZnRffb0ZERKJau9anMGrWzKcrildaGtx7r3/9X/8FJSWJ7Z9IChw+fJjf/va3qe7GWVIeaAI3AX8ARgFLgF8C/wL6A/8L/MPszJPkzewGYB4wAXgW+A3QBPgF8GS0RszsQeBxoGOovb8CA4AXzezLUcpnAW8A3weOAr8C3gQ+Biw3s1FR6vQEVgCfA5aG+rMZuAtYZGZtY/uViIhIlX75S3+95Zaqd5nXZPp0fyxlQQH8/e+J6plIylQVaJaVlaWgN6fVhUBzAzAN6Oyc+zfn3Hecc58H+gLbgU8AHw8XNrOW+ECxDJjonLvVOfcNYDCwCJhuZjMiGzCzscA9wCZgoHPubufcl4BhwEHgQTPrVqlfXwcuBZ4GRjnnvuWc+zQwHWgGPBZltPW3QHvgq865G51z33bOXY4POPsAP671b0lERGDfPvjLX/xay7vuqv1z0tPhu9/1r//zP/3pQSL12Le//W02bdrE4MGDGTFiBJMmTeLTn/40AwYMoKCggP79+1eUffDBBysStm/atIkpU6YwbNgwxo8fz7p16xLar5SfDOSce7uK9/eY2SP44GwifpQTfKB3PvBn59zyiPJFZnYf8BbwRc4c2bwjdP2xc+5QRJ0CM/sN8D38KOT9AKER1HCdbzrnyiPqPG9m84HxwGXAnFCdHsBVQAF+hDXS/cBtwGfM7B7n3PEafi0iIhLN737nN/BMmwa9e5/bsz79aZg1CzZsgH/+E2bMqLGKSCzsAau5UC24+12V937yk5+Qn5/PqlWryMvL49prryU/P5/u3btTUFBQZb3bbruNRx55hF69erFkyRLuvPNO3n47amhWK3VhRLM64YUzpRHvXR66vhql/DzgBDA2NPUdS51XKpUB6Al0ATY457bEWCf8+vXIwBTAOXcMeAc/Ejo6yvNERKQmRUXwm9Df8V//+rk/LyMDvvMd//pHP9IZ6NKgjBw5ku7du1dbprCwkIULF3LTTTcxePBgbr/9dnbv3p3QfqR8RLMqZpYBfDb0bWSA2Cd03VC5jnOu1My2AP2AHsAHZtYc6AQUOuei/fY2hq6RfxpX2cY51rkqVOetKsqIiEhV/vY3+OgjGDoUJkxIzDNnzoQf/MBvMJo/Hy67LDHPlUatupHHZGnevHnF64yMDMoj/pAqKioCoLy8nNatW7Nq1arA+lFnA03gJ/gNQbOdc69FvN8qdD1SRb3w+61rWT6ZdSqY2W346XVyc3PJy8ur4jGJUVhYGHgbEjx9jg2DPscYOMeIH/6Q5sD7U6awb+7chD26x6WX0uWpp9j2u9+x2dU+QNDn2DDU9nNs1aoVx44dS3yH4nD06FGOHTvGiRMnKC0trehPs2bN2Lt3LwUFBbRo0YLnn3+eyZMnY2Z06dKFP//5z3zsYx/DOUd+fj4DBgyoso2ioqK4fj91MtA0s6/iN++sAz4Tb/XQNd5/LeIpX5s2qq3jnHsUeBRg+PDhbuLEiXE8On55eXkE3YYET59jw6DPMQavvQZbt0KnTlwyaxaXxHoSUIR1+9fx2MrHuGvUXXRq2en0DTN46im6rF5Nl3P4HPQ5Ngy1/Rw/+OADcnJyEt+hGOXk5DBu3DjGjBlDdnY2ubm5Z/Tn/vvvZ/LkyXTv3p1+/fqRlZVFTk4OTz75JF/84hf57//+b0pKSpgxYwZjx46tsp2mTZsyZMiQmPtV5wJNM/sSPpXQ+8AVzrmDlYqERwZbEV3LSuVqKh9tJDLeNmpbR0REYvHHP/rrl78c+3GTEd7c/CbT/zGdI8VHyErP4oeX//D0zbFjoXVrWLcOPvwQLrooQZ0WSa6/V5Oq66tf/Spf/epXz3q/e/fuvPpqtC0siVGnNgOZ2deAXwP5wCTn3J4oxdaHrmdtNwyt6+yO3zy0GSC0w3sn0MLMOkZ5Xq/QNXJtZZVtJLiOiIjU5NQpn6Ad4FOfirv675f/nil/ncKRYv93/saDG88skJnpz0AHePnlc+mpiFRSZwJNM/sWPt/kKnyQua+KouE991Oi3JuA39m90DkXeYBtdXWuqVQGfL7NbUBvM4u2ZStanTmh61WV82uaWQ4+J+dJYHGU54mISFXmzoVjx/yxkV27xlytrLyMe167hztevoMyV8Z1vf1BcJsPbT678HWhQ+JefDERPRaRkDoRaJrZ9/Cbf1bgp8v3V1P8aWA/MMPMhkc8oynwo9C3v6tU55HQ9d7IoyBDSdq/BBQDfwq/75xzEXV+Fhk4hk4lGo+f2p8bUWcT8DoQfmakB4Dm+NyfyqEpIhKPcPB3/fUxVyk8VcjH//FxHlr8EBlpGfxx2h/5w/V/AKoINKdM8UdTzp0LR48motciQh1Yo2lmM4Ef4E/6mQ98tdKJkwAFzrnHAZxzR83sC/iAM8/MnsSf7jMNn2LoaeCpyMrOuYVm9hD+tJ81ZvY0/sjKm4E2wFeccwWV2nwIuA6fIH6Jmb2Fz615Ez5X5+cr58sE7gQWAg+b2RXAB/ijNSfhp8zvjeuXIyLS2DkHL7zgX8cYaObvy+czz36GVXtW0bppa5755DNM6j4J5xzZGdkcOHmAI0VHaNU0Ykl927Z+reaCBfD66/6ISpE4OeeIEsM0GK4WWRnqwohmeGo6Hfga/hSdyl+3RFZwzj2HP5VnHv6Iyq/gk7t/HZjhovwmnHP3hJ6zB59G6LPAWuB659yvo5QvBibjg+DWwN3AlcBzwAjn3JIodTYBw/Fnqo/C75zvCTwMjHHOHYjlFyIiIiH5+X63efv2MHJktUWLS4v5/pzvM/T3Q1m1ZxU9z+vJ4lsXM6n7JADMjB7n9QCqGNUMB7IvvZTQH0Eah6ZNm3LgwIFaBWP1gXOOAwcO0LRp07jqpXxE0zk3C5hVi3rvAFPjrPME8EQc5U9yOtiNtc52/HGWIiJyrsLT5tdd56e2q7Bg2wK+8OIXWLffn9N8+7Db+cnkn9C66Zmpi3u26cnaj9ay+dBmhnSslKLluuvgW9+C2bP92efp6Qn9UaRh69y5Mzt27OCjjz5KdVcC07RpUzp37hxXnZQHmiIiIlWqYX3mkaIjfPvNb/PICr+svk/bPvzh+j8wvuv4qOV7tPYjmpsObTr75sUXQ/fusGULLFsGo3VisMQuMzOzxiMfG6O6MHUuIiJytr17YckSyMqCK68867Zzjqv/ejWPrHiEzLRMvjfhe6y6Y1WVQSZQ/dS52end55o+F0kIBZoiIlI3vfyy3wx0+eUQcW5z2NKdS1mycwntmrXj3dvf5QeTfkDTjOrXj1UbaIICTZEEU6ApIiJ1Uw3T5o+vehyAmYNm0r99/5ge2bNNT6CaQPOyy3xQu3o1bN8eV3dF5GwKNEVEpO4pKvJphiBqoFlUWsT/5f8f4APNWHVr3Q2ArUe2UlpeenaBrCy46ir/WqcEiZwzBZoiIlL3zJkDJ07AkCEQZZfr8+ue50jxEYZ1HMaA3AExP7ZpRlM65XSitLyU7UeqGLFUmiORhFGgKSIidU8N0+ZPrPaZ6m4ZfEvcj65x+nxqKHPeW2/5YFdEak2BpoiI1C3OVRto7jq2i9c2vUZmWiaf6v+puB8f3hAUNcURQG6uTw5fVOSDTRGpNQWaIiJSt6xaBTt2QMeOMHToWbf/uuavlLtypvWZRttmbeN+fDiXZpUjmqDd5yIJokBTRETqlmpOA3LOVew2r820OcSQ4ijcNsArr9SqDRHxFGiKiEjdEg40p00769ayXcv4YP8H5DbP5eqeV9fq8TWu0QQYNAhat/YpjrZtq1U7IqJAU0RE6pJdu2D5csjOhiuuOOt2eDTz3wf+O5npmbVqosY1muBHUseO9a/feadW7YiIAk0REalLwrkzr7jCB5sRaps7s7Lzm51P88zmHC46zKGTh6oueOml/qpAU6TWFGiKiEjdMXeuv06adNatF9a/wOGiw3HnzqzMzGJbpxkONBcurHVbIo2dAk0REak7woHmZZeddetcNwFFCq/TrHb6fMQIyMjwx1EeO3bObYo0Rhmp7oCIiAgA27ezc/8WJt2VRsbizzBwy0AG5g5kUO4gclvknlPuzMpiSnHUrJk/mWjZMliyBCZPPud2RRobBZoiIlI3zJ3Ly71h43nlsP8DPtj/AU+tfeqMIh/r+7Fa5c6sLKapc/DT58uW+elzBZoicVOgKSIidcPcueS39y+/NOJLDOs4jDV717Bm3xrW7F3D0eKjfG301xLSVEwpjsDvPP/lL7UhSKSWFGiKiEjdMHcu+aGMQlN7TWVqr6kVt5xzlLkyMtIS85+tmFIcwekNQYsWQVkZpKcnpH2RxkKbgUREJPV274aNG8nPNQD6t+9/xm0zS1iQCdC1VVcMY9uRbZSUlVRd8IILoFs3vxkoPz9h7Ys0Fgo0RUQk9ebOZV9z+KiZI6dJDhe2vDDQ5rIysujcsjPlrpxtR2o4+UdpjkRqTYGmiIikXl5exfrM/u37Y2aBNxnXOk3QOk2RWlCgKSIiqTd3LmvP9y8rT5sHJZziKOZ1mgo0ReKmQFNERFJr715Yt478C/xGm6QFmrGmOOrfH3JyoKDAn8UuIjFToCkiIqk1bx4A+d1bAHUw0ExPh9Gj/Wut0xSJiwJNERFJrblzcUB+qyIA+p3fLynNxnQMZZimz0VqRYGmiIhU6UfzfsS4x8ZxtPhocI3MncuOlnCUYto1a0f75u2DaytC5Iimc676wgo0RWpFgaaIiERVXFrMT9/5Ke9sf4dXP3w1mEb274f8fPI7+RyZydpxDtA2uy05TXI4WnyUgycPVl941ChIS4OVK+HEiaT0T6QhUKApIiJRLdi2gMJThQDMLZgbTCPz5wOQP6wLAP3PT876TPBJ4GNOcZSTAwMHQmmpP/tcRGKiQFNERKKavXF2xeu5WwMKNOf65+b3TO5GoLCYj6IETZ+L1IICTRERiWr2h6cDzbUfrWX/if2JbyQUaK7N8RuBkh5oto5x5zko0BSpBQWaIiJyls2HNrNu/zpaZrVkXJdxAMzfOj+xjRw6BKtXU9Ykg/eLtgPQr31ydpyHxZziCE6fELRwIZSXB9grkYZDgaaIiJzllY2vAHBVz6u4ovsVQADT5wsWgHNsuWwQJ0tP0rllZ1o3bZ3YNmoQV4qjLl2gUyc4fBjWrQu4ZyINgwJNERE5S3jafOpFU7ms62UAzNs6L7GN5OUBkD+qO5C8/JmR4hrRNNP0uUicFGiKiMgZTpac5O0tbwNwTa9rGN15NJlpmazas4rDRYcT11B4I1D35kDy12cCdGnVhTRLY/uR7ZwqO1VzhfD0+aJFwXZMpIFQoCkiImfIK8ijqLSIYR2H0aFFB7IzsxnZaSQOx4JtCxLTSGGhz0mZnk5+M59CKRWBZpP0JlzY8kIcjoLDBTVXGDnSX5cvD7RfIg2FAk0RETlDOK3R1F5TK94LT58nLJ/m0qV+Q83gweQf9OsdUxFoAvRt1xeAtfvW1lx40CCfuP3995W4XSQGCjRFRKSCc+70+szIQLNbaJ3mtgSt01y4EIBTY0ex/sB6DOPidhcn5tlxGpQ7CIDVe1fXXLhZM+jXD8rKYHUM5UUaOQWaIiJSYcOBDWw+tJm22W0ZccGIivfHdB5DuqWzYtcKjhUfO/eGQmscNwztSml5KT3O60HzJs3P/bm1MKhDHIEmwLBh/rpiRUA9Emk4FGiKiEiF8LT5lIumkJ6WXvF+TlYOwy4YRpkrY+H2hefWiHOweDEAa7s2A1I3bQ4RI5p7Ygw0hw/3V63TFKmRAk0REakQbdo8rKY0RxsObGDq36bWvI5zwwY4eBA6dCDf7QFSk9oorE+7PjRJb8KWw1s4Wny05goa0RSJmQJNEREBoPBUIXML5mIYV/e8+qz7E7pOAKInbi935cx8biavfPgKDy99uPqGQuszGTuW/I/8BpxUjmhmpGVUBLpr9q6pucKgQZCe7jcEHT8ecO9E6jcFmiIiAsBbm9+ipLyE0Z1H07ZZ27Puj+syDsNYunMpJ0rO3HH96IpHWbzDT4e/u/vd6hsK56AcM4b8fflAagNNiFinGcv0eXa23xBUXq4NQSI1UKApIiJA9LRGkVo3bc2gDoMoKS9hyY4lFe/vKdzDt9/8dsX3BYcLOHjyYNUNhQLNEyOHsOngJjLSMujTrk8CfoLai3Xn+b7j+3h+3fMcHjHAv6F1miLVUqApIiJVpjWqrCKfZsT0+d2v3c2R4iNcc5E/RQhg5e6V0R9w5AisXQuZmXzQJRuHo3fb3jRJb5Kgn6R2Yg00Z2+czY1P3cjMnqEpdq3TFKmWAk0RESF/Xz47ju6gQ4sODO4wuMpylQPN1z58jSfznyQ7I5vfTP0Nwzr6jTJVTp8vXep3nQ8dSv7hjUDqp83h9NT5e3vfo6y8rMpy4aM5L+852b+hEU2RainQFBERXvnwFQCuuega0qzq/zSM7zoegMU7FnO46DB3zr4TgFkTZ9H9vO4M7TgUgBW7qxjpC28EilyfeX7qA8022W3o3LIzJ0tP8uHBD6OWcc4xp2AOAJNGfwoyMmDdOn+cpohEpUBTREQqRuqu7HFlteXaNWtHv/P7UVRaxPR/TGfzoc0MaD+Au0ffDVARaFY5ohmxEWhtHdhxHqmm6fMPD37IjqM7aNesHf0vHAb9+/sNQatWJbObIvWKAk0RkUbuVNkpFmxbAMDEbhNrLB+ePn9ry1sA/P6635OZngnAJedfQpP0Jmw8uPHsnJTl5RWJ2iNHNPu1T10OzUg1JW4Pj2ZO7DbRj/oqn6ZIjRRoiog0cst2LuN4yXH6tutLx5yONZYP59MEuH3Y7Yy5cEzF903SmzCgvd+RvWpPpZG+dev8ZqDOndnVOp3tR7fTPLM5Pc/rmZgf5BzVdBRlxfrMbpf7N3RCkEiNFGiKiDRy4ZG6igCqBpO6TyI7I5sOLTrwX1f811n3q5w+j1if+camNwC4rNtlZxx1mUrVTZ2fsT6z+yT/pkY0RWqUkeoOiIhIap0VQNWgffP2rLhtBS2zWnJe9nln3a8y0IxYn/nGZh9o1rQmNJkuanMR2RnZ7Di6g4MnD9Imu03Fvfc/ep99x/fRsUVH+rQN5fwcOBAyM/1I7bFjKeq1SN2mEU0RkUasuLSYhdv9SGMs6zPDLj7/Yjq17BT1Xk2Bphs9mjc3vwnAVT2virPHwUlPS2dArp/2r7xOMzIYNzP/ZlaW3xDknDYEiVRBgaaISCO2eMdiikqLGNB+AO2atUvIMwe0H0C6pfPB/g9OH1V56BB88AFkZfFe50z2Ht/LBTkXcHG7ixPSZqJUNX1+1vrMMK3TFKmWAk0RkUasYqSuW2zT5rHIzszmkvMvodyVs2Zv6ASd8G7zYcN4fXse4KfNK0YH64hwoFnRb6DclZNXkAfA5d0rBZrhdZoKNEWiSnmgaWbTzex/zGy+mR01M2dmf62ibLfQ/aq+nqymnZlmttTMCs3siJnlmdl11ZTPNrMHzGy9mRWZ2T4z+4eZVfnnt5l1NrPHzGyXmRWbWYGZ/dLMzl7EJCJSB8S7PjNWZ02fR1mfWZemzcOi7TxfvWc1h4oO0bVVV7qf1/3MCuERTW0IEomqLmwGug8YBBQCO4C+MdRZDTwX5f38aIXN7EHgntDz/wA0AWYAL5rZV5xzv65UPgt4A7gUWA78CrgQuAm41swud84tqVSnJ7AQaA88D6wDRgJ3AVPM7FLn3IEYfjYRkaQ4WXKSxTsWY1hFbsxEGdpxKE+sfuKsQLNo9HDmrf8NAJN7TE5om4kwMHcgAGv3raW0vJSMtIzTu/Irj2aCX6OZmQnr15N+/HgyuypSL9SFQPNufAD4IXAZMCeGOqucc7NiebiZjcUHmZuAEc65Q6H3fw6sAB40s5eccwUR1b6ODzKfBm52zpWH6jyFD3AfM7MB4fdDfosPMr/qnPufiPYfCv2MPwbuiKXPIiLJsHD7Qk6VnWJIhyFRd4+fizNGNMvKYIn/23xBV6NobRGDcgfRvnn7hLaZCC2zWtK9dXe2HN7C+v3r6de+X8X6zKjLC7Ky/O7zFStosXFjknsrUvelfOrcOTfHObfROecCaiIc3P04HGSG2i0AfgNkAZ8Lv29+wVC4zjcjg0nn3PPAfOASfFAcrtMDuAoIPzPS/cBx4DNm1jwhP5GISAJUG0Cdo0G5gzCM/H35FL+3yqf/6dqVNw77Ec66OG0eFjl9Xlpeyryt84BqlheE1mnmbNiQlP6J1CcpDzRr6QIzu93Mvhu6DqymbHiu49Uo916pVAagJ9AF2OCc2xJjnfDr1yuNcuKcOwa8AzQDRlfTTxGRpApqfSZATlYOvdv2pqS8hLULnvFv1tH8mZVFHkW5YtcKjp06Rq82vejcsnP0CqF1mjnr1yeriyL1Rl2YOq+NK0NfFcwsD5jpnNsW8V5zoBNQ6JzbHeU54XmO3hHvhTLxUtWfprWtc1WozltVlBERSZrCU4Us27WMdEs/40jJRBp2wTDWH1jPu+vmMBT4aPQAVu55kqz0LMZ1GRdIm4kQmeKoddPWQBXrM8M0oilSpfoWaJ4AfohfJ7k59N5AYBYwCXjLzAY758IrsluFrkeqeF74/dYR7yWrzhnM7DbgNlGxgbQAACAASURBVIDc3Fzy8vKqKpoQhYWFgbchwdPn2DCk4nNcenAppeWl9M3py7uL3q25Qi20Ou7/aVyyfw3/ATxavgmAAS0HsOSdJdXUTK2TJ08CsGz7Mg4c9Hs4c09U/e+ylZQwPjOTZjt2MP+llyhr0SJZXZUA6N/VxKpXgaZzbh/w/UpvzzOzq4AFwCjgP/C7xON6dBxlw0nfElrHOfco8CjA8OHD3cSJE+N4fPzy8vIIug0Jnj7HhiEVn+Mrb/hVQDcMvCGwtt0Wx+82/441OcchK4tN3cpgDXxy2CeZeGkwbSZCuSvnjlV3cPDUQY6V+qMlv3Ttl6rfvDRoECxfzvjmzUH/n6zX9O9qYtXXNZpncM6VAv8b+jZyDig8ktiK6KKNRNZUp2WC6oiIpEwQidorG9JxCACrO0DJ8CG8UeBXDl3Zs+6uzwRIs7SKNEcl5SX0b9+/5h3y4cTtK1cG3DuR+qVBBJohH4WuFTu7Q1PoO4EWZtYxSp1eoWvkwprwau7eRJeoOiIiKXGk6Agrdq8gIy2DS7tcGlg7rZu2pgfnUZwBz17alh1Hd9C+efuKIK4uC6/ThBiD8SE+qObdYJYhiNRXMQeaoRNvptVQ5joze+zcu1Ur4R3dmyu9/3boOiVKnWsqlQGfb3Mb0NvMup9dJWqdcO7Pq8zsjN+pmeXgc3KeBBZX2XsRkSSZv20+5a6ckZ1G0qJJsOsJhx5oAsBP27wP+CTtaVb3xzjCKY6gho1AYeFAUyOaImeI5//ttwCDaygzCJhZ697UwMxGmVmTKO9fjk+KDlD5+MpHQtd7I4+CNLNuwJeAYuBP4fdD+TzDdX4WGTia2Q3AeOB9YG5EnU3A60D4mZEewI+y/jlik5KISMrM2RL8tDkAzjF0nV8x9G6RzxZXl9MaRQqPaMZ8atKAAbi0NFi3Dk6cCLh3IvVHojcDZQFl8VQwsxuBG0Pfdghdx5jZ46HX+51z/y/0+qdAv1Aqox2h9wZyOo/l95xzCyOf75xbGDqd5+vAGjN7Gn8E5c1AG+ArlU4FAngIuA6YDiwxs7fwuTVvwu98/3zlfJnAnfgjKB82syuAD/Cbkybhp8zvjekXIiISsLcLgkvUfoaNGxm6ucjP6YTUl0BzcIfBjO48mr7t+sZ2alJ2Nse7dqXFli2wZg2MVtpkEYg/0Kxy13TofPAJwJ44nzmYs0dBe4S+ALYC4UDzL8DHgBH4KexMYC/wD+DXzrn5UTvt3D1mtgb4Mj6FUDnwLvBz59xLUcoXm9lk4NvAp/GjpUfxaZXud869H6XOJjMbDvwAP00/FdgNPAw84Jw7WPOvQkQkWAdPHmT1ntU0SW/C2AvHBtvY4sUMifgvwiXnX0Knlp2CbTNBsjKyWHTrorjqFPbq5QPNlSsVaIqEVBtomlnl9Y53m9nnohRNB87Hj2g+EuV+lUJnls+KsewfgT/G8/yIuk8AT8RR/iT++Mj746iznYjjLEVE6pp5W+fhcIzuPJrszOxgG1u8mPbHobO1Yoc7wlU96u6xk4lQ2KsXvP66NgSJRKhpjWYaPgek4UczrYqvEuA9/NT2N4LqrIiInJvwud0xrTs8V4v9/sdJ7UcBcGPfG6srXe8du+gi/0IbgkQqVDui6ZzrFn5tZuXAL5xzPwi6UyIiEoy5W/0+xsADzRMn/FrFtDT+55N/4q6i3Qy7YFiwbaZYYTjQfO89KCmBzMzUdkikDohn1/kk4ph6FhGRuuVI0RFW7VlFZlomYy4cE2xjK1ZAWRkMHEirNhc0+CAT8EdP9uwJp07B+2ct5RdplGIONJ1zc51zW4PsjIiIBGfBtgWUu3JGdBpBs8xmwTYWmjZvdJtilE9T5AxxpzcK7aweCZyH3wRUmXPO/fBcOyYiIomVtGlzOB1ojhoVfFt1ydCh8PTTPtC85ZZU90Yk5WIONM2sJfAMfgrdqinqAAWaIiJ1THgj0ISuE4JvbMkSf22sI5raeS4CxDei+XN8YvT5+JN0tgOlQXRKREQSq/BUIct3LSfd0rn0wuDONwdgxw7YuRNat4bevYNtq64JB5qrVkF5OaTV/eM2RYIUT6B5Az7J+aQop+KIiEgdtnD7QspcGSMuGEFOVk6wjUVOmze2QCs3Fy64AHbtgg8/bHyBtkgl8fwL0AqYoyBTRKT+mVug9ZlJow1BIhXiCTQ3ArlBdURERIJTsRGoWxICzca6PjNs6FB/VaApEleg+RvgejOrHwfViogIACdKTrB051IMY1yXccE2VlICy5f71yNHBttWXaUNQSIV4lmj+Qp+M9A7ZvYAsAI4HK2gc25bAvomIiIJsGTHEkrKSxjSYQitm7YOtrE1a6CoyK9NbNs22Lbqqsipc+fAqkvUItKwxRNoFnD6vPP/raaci/O5IiISoPC0eVLSGjX29ZkAXbvCeefB/v1+933nzqnukUjKxBMQ/hkfRIqISD2S1ETtjX19JvgRzCFD4O23/fS5Ak1pxGIONJ1ztwTYDxERCUBxaTGLd/hRxvFdxwffYGM9erKyoUN9oLlyJUyblureiKRMI0twJiLSuCzduZSi0iL6t+9Pu2btgm3swAHYuBGys2HAgGDbquuU4kgEUKApItKgpWTafNgwyMwMvr26TDvPRYD4zjp/LMaizjl3ay37IyIiCRQ+3zwpgeaiRf7a2KfNwe+6b9YMtm/3m4LaBTyaLFJHxbMZ6JYa7od3pDtAgaaISIqVlJWwcPtCIEk7zsOB5pgxwbdV16Wnw6BB/neyciVceWWqeySSEvFMnXev4msIcBuwA3gK6JHgPoqISC2s2L2C4yXH6dO2D7ktAj7Yrazs9NS5Ak1P6zRF4tp1vrWKW1uB1Wb2GrAGeBP4YwL6JiIi5yCp55uvXQuFhT6HZMeOwbdXH+goSpHEbQZyzm0HXgTuStQzRUSk9pJ6vnl42nzs2ODbqi+0IUgk4bvO9wK9EvxMERGJU3FpMfO3zQeSvBFI0+an9evnd99v3AjHjqW6NyIpkbBA08zS8WehH0nUM0VEpHbe3vI2hacKGdxhMJ1adgq+wYV+05ECzQhZWdC/vz/vfNWqVPdGJCXiSW9U1ZbFDOBC4HPAYKo/B11ERJLg+fXPA3BDnxuCb2z//tOJ2gcNCr69+mTYML9Gc8UKGJ+Ek5lE6ph40hvlUf1Z5wbMA75xLh0SEZFzU+7KeWH9C0CSAs3wsZPDhytRe2XhDUFapymNVDyB5g+IHmiWA4eApc65pQnplYiI1NryXcvZXbibLq26MLjD4OAb1PrMqg0b5q8rVqS2HyIpEk96o1kB9kNERBLk+XV+2nxa72mYWfANasd51QYM8Mnb162D48ehefNU90gkqXTWuYhIA1OxPrNvEqbNS0thaWgySyOaZ8vO9rvPy8th9epU90Yk6eKZOgfAzJoBH8efCNQav8v8XeBZ59zxxHZPRETisengJtZ+tJZWWa2Sk9bovff8SF2PHtC+ffDt1UfDhsGaNX76XKO+0sjEFWia2VTgCaANfvNPmAN+YWafc869lMD+iYhIHMKjmVN7TSUzPQkbc7Q+s2ZDh8Kf/qQNQdIoxZPeaCjwDJAO/A14G9gNdMTnz/wU8LSZXeqc06pnEZEUSGpaI1CgGQttCJJGLJ4RzXvxI5fjnXOLK9173Mx+g0+B9F3gE4npnoiIxGr/if0s2LaAzLRMrul1TXIaVaBZs0GDIC0N3n8fTp706zZFGol4NgONB/4ZJcgEwDm3BHg6VE5ERJLs5Q0vU+7KmdR9Ei2zWgbf4L59sGkTNGsGAwcG31591awZXHwxlJX5tZoijUg8gWYrYHsNZbYBSfjXTUREKkvZtPnIkZAR997SxkXT59JIxRNo7gJG1lBmOH7dpoiIJNHJkpO8tuk1AKb1mZacRjVtHjudECSNVDyB5mzgcjP7tpmlR94wszQzuweYHConIiJJ9NaWtzhRcoJhHYfRuWXn5DSqQDN2GtGURiqeuY4fAjcCPwZuN7P5+NHLDsA4oBuwB/hRgvsoIiI1qDgNKFmjmSUlsGyZfz16dHLarM8GDwYzyM+HoiJo2jTVPRJJiniOoNxjZpcCvweuBLpWKvIGcIdzTlPnIiJJVO7KeXHDi0AS12euWeN3UPfqBeefn5w267MWLaBPH38UZX4+DB+e6h6JJEVcq7edcwXA1WbWCX8yUCv8yUArnXM7E989ERGpyZIdS9h7fC9dW3VlYG6Sdn9r2jx+w4b5QHPFCgWa0mjUaptgKKhUYCkiUgdEjmaaWQ2lE2ThQn9VoBm7oUPhb3/ThiBpVGLeDGRm55vZBDPLqeJ+y9D9donrnoiI1GTpzqUATO4xOXmNakQzftoQJI1QPLvO7wNeAsqruF8GvAh851w7JSIisXHOsWrPKgCGdBySnEZ374aCAr/usH//5LTZEAwJfT7vvQenTqW2LyJJEk+geSXwunPueLSbofdfB65ORMdERKRmO47u4MDJA7TNbkunnE7JaXTBAn8dMwbS06svK6e1bOk3T506BWvXpro3IkkRT6B5IbCphjKbQ+VERCQJwqOZgzsMTt76zPnz/XW8ThyOm6bPpZGJJ9B0QJMayjQB9OetiEiSRAaaSaNAs/Z0QpA0MvEEmuupZlrc/J/SVwMfnmunREQkNiv3rARgSIckrc88cgRWr4bMTBg1KjltNiQa0ZRGJp5A82mgr5n92syyI2+Evv810Ad4KoH9ExGRaiR9RHPhQnDO54HMzq65vJwpPKK5erU/XUmkgYsnj+bDwKeALwI3mtk8fC7NTsAE4AJgNfDLRHdSRETOdrjoMFsObyErPYs+7fokp9F58/xV0+a107o19OgBmzfDBx/AwCQl2BdJkZhHNJ1zJ4GJ+BHLDsAM4J7QtQPwd2BSqJyIiARszd41AAzIHUBGWq3O34if1meeO02fSyMSz9Q5zrnDzrlPAx2B64B/D107OOf+3Tl3OIA+iohIFCt3J3l9ZlERLFsGZnDppclpsyFSoCmNSG2PoPwImJ3gvoiISBxW7U3y+sylS30OyAED4LzzktNmQxQONJcvT20/RJIgrhFNERGpO5K+EUjT5okxfLi/rlwJxcWp7YtIwBRoiojUQ6fKTrF231oMY2BukjaUhAPNCROS015D1bo19O3rR4dXr051b0QCpUBTRKQeev+j9ykpL6FX2160aNIi+AbLynxqI9CIZiKEc5AuXZrafogELOWBpplNN7P/MbP5ZnbUzJyZ/bWGOmPNbLaZHTSzE2a2xsy+ZmZVnkpkZjPNbKmZFZrZETPLM7PrqimfbWYPmNl6Mysys31m9g8zu7iaOp3N7DEz22VmxWZWYGa/NDMtZhKRhEr6tPnq1XDsmE/Nc8EFyWmzIRs50l+XLEltP0QClvJAE7gP+DIwGJ+Xs1pmdgMwD5+781ngN/ijL38BPFlFnQeBx/G75f8A/BUYALxoZl+OUj4LeAP4PnAU+BXwJvAxYLmZnXUchpn1BFYAnwOWhvqzGbgLWGRmbWv62UREYlURaOZqfWa9FB7RVKApDVxdCDTvBnoDLfHJ4KtkZi3xgWIZMNE5d6tz7hv4IHURMN3MZlSqMxaf73MTMNA5d7dz7kvAMOAg8KCZdavU1NeBS/GnIY1yzn0rlNZpOtAMeMzMKv/ufgu0B77qnLvROfdt59zl+ICzD/DjWH8hIiI1qTh6smOSUhsp0EysgQMhKws2boSDB1PdG5HAxBxohqaEp9VQ5jozeyyeDjjn5jjnNjrnXAzFpwPnA0865yryQjjnivAjo3B2sHpH6Ppj59yhiDoF+NHQLPwoZPhnsIg633TOlUfUeR6YD1wCXBZRpwdwFRB+ZqT7gePAZ8yseQw/o4hItZxzyZ06d06BZqJlZp4+jnLZstT2RSRA8Yxo3oIfOazOIGBmrXtTs8tD11ej3JsHnADGhqa+Y6nzSqUyAD2BLsAG59yWGOuEX78eGZgCOOeOAe/gR0JHR3meiEhcCg4XcLT4KLnNc+nQokPwDW7cCPv2Qfv20KtX8O01Fpo+l0Yg0VPnWfhp7aCED/PdUPmGc64U2IJPQt8DIDSC2AkodM7tjvK8jaFr71jaSHAdEZFaCY9mpmTa3Cw5bTYG2nkujUC8JwNVOb0dGkWcAOw5px5Vr1XoeqSK++H3W9eyfDLrnMHMbgNuA8jNzSUvL6+qoglRWFgYeBsSPH2ODUO8n+OzW54FoE1xm6R8/n3/+U86ABs7dGCn/vdWpXg/x6bl5YwGTi1YwMI5cxTE1xH6dzWxqg00zWxzpbfuNrPPRSmajl87mQU8kqC+1Ub4/6WxrPeMFE/52rRRYx3n3KPAowDDhw93EydOjOPx8cvLyyPoNiR4+hwbhng/x4d2PwTAtJHTmNg/9nq1duutAPT6/OfpFV5XKGeJ+/+PzsFdd9Fk/34mdu3qU0dJyunf1cSqaeo8DR8kGT5Isiq+SoD3gJ8C3wiqs5weGWxVxf2WlcrVVD7aSGS8bdS2johIrSR1I9CuXbB5M+TkwKBBwbfXmJhp+lwavGoDTedcN+dcd+dcd3xA+Yvw95W+LnLOjXLOfdc5dyLA/q4PXc9a62hmGUB3oBSfvxLn3HF8bs4WZtYxyvPCq9oj11ZW2UaC64iIxO3AiQNsP7qd5pnNuajNRcE3GF6feemlkF7lmRhSW0rcLg1cPJuBJgFPBNWRGL0duk6Jcm8Cfmf3QudccYx1rqlUBny+zW1AbzPrHmOdOaHrVZXza5pZDj4n50lgcZTniYjELDyaOTB3IOlpSQj8lNYoWNp5Lg1czIGmc26uc25rkJ2JwdPAfmCGmQ0Pv2lmTYEfhb79XaU64TWj90YeBRlK0v4loBj4U/j9UD7PcJ2fRQaOoVOJxgPvA3Mj6mwCXgfCz4z0ANAc+HNohFVEpNaSfvTkvHn+qkAzGCNG+Ou770JJSWr7IhKAmHedm9l9+OTj3ZxzZx0VaWYX4BOWf98595M4nnsjcGPo23BCuDFm9njo9X7n3P8DcM4dNbMv4APOPDN7En+6zzR8iqGngacin++cW2hmD+FP+1ljZk/jj6y8GWgDfCWUvD3SQ8B1+ATxS8zsLXxuzZvwuTo/XzlfJnAnsBB42MyuAD4ARuFHgjcA98b6OxERqcqqvUkMNPfuhffeg+zs01O8klht2vjcpBs3wpo1MGxYqnskklDxTJ1fD+RFCzIBnHO78FPIN8TZh8H4JO8zgatD7/WIeG96pXaew5/KMw/4BPAV/GakrwMzop0w5Jy7B59wfg8+hdBngbXA9c65X0cpXwxMBn6AT0l0N3Al8Bwwwjl31hxHaFRzOP5M9VH4Yy97Ag8DY5xzB2L7dYiIVG3l7tDRkx2SkEPz7dAKofHj/XGJEgxNn0sDFk8ezYuAv9ZQ5n3g3+PpgHNuFjArzjrvAFPjrPMEcawxdc6dxI/g3h9Hne1EHGcpIpJIJ0tOsm7/OtIsjf7t+wff4Ftv+evkycG31ZiNGgV//avfeX7nnanujUhCxTOi2Qw/bVydIiCn9t0REZGqrP1oLWWujL7t+pKdmR18g+FA84orgm+rMdPOc2nA4gk0t1PzWd2j8emEREQkwZK6EWjzZigo8GsIBydp41FjNWgQNGkC69bB4cOp7o1IQsUTaL4KTDCzm6PdNLMZ+LWTrySiYyIicqZwoDkoNwmJ0998018nTYK0eP5TIXHLyoIhoTW3y5enti8iCRbPvx4/BQ4DfzezZ8zsNjO7NnR9Fvgbfgd4zDvORUQkdqv3rgaSNKKpafPk0vS5NFDx5NHcid8Vvg2fjuh3wAuh6w3AVuBq59yOAPopItKoOedYs3cNkIQRzfLy0zvOtREoObTzXBqoeHad45xbbma98amORuNT/xzGn3jzonNO2WZFRAJQcLiAo8VHyW2eS26L3GAbe+892L8fLrwQLkrCMZdy5pnnzvlz0EUagLgCTYBQMPlM6EtERJIgqRuBwuszr7hCAU+y9OzpN17t3QvbtkHXrqnukUhC1HqFt5mdZ2YXJrIzIiISXXh9ZlI2Aml9ZvKZaZ2mNEhxBZpm1sLM/tvM9uDPHN8ScW+Umc02s6GJ7qSISGNXEWh2CDjQPHXq9PnmCjSTa8wYf12wILX9EEmgmANNM2sFLMIfx7gLf5Z35JzKe8B44FOJ7KCIiCRx6nzpUjh+HC65BDp2DLYtOdOECf4aDvRFGoB4RjTvBfoBtzjnhgL/jLzpnDsBzAX0J7CISAIdKTpCweECstKz6N22d7CNRa7PlOQaNQoyM2HNGiVulwYjnkDz48Brzrk/V1NmK9Dp3LokIiKRwmmN+rfvT0Za3Hs446P1mamTnQ0jRvhd5++8k+reiCREPIFmZ2BNDWUKgVa1746IiFSWtGnzwkJYvNifBHTZZcG2JdFp+lwamHgCzWNA+xrKdMdvEhIRkQRJ2o7zefOgtNSPqrVuHWxbEl040Jw/P7X9EEmQeALNZcB1ZpYT7aaZdQSmAtouJyKSQEnbca5p89QbO9anOlq2DE6cSHVvRM5ZPIHmr4C2wGwzuzjyRuj7fwJNgYcT1z0RkcattLyU9/a+ByRhRFOBZuq1agWDB/uRZeXTlAYgnrPOXwNmAZcC+cB3AMxsf+j7scB3nHMLE99NEZHGacOBDRSXFdOtdTdaNQ1wCfxHH8Hq1dC0qR9Vk9TROk1pQOJK2O6c+wE+fdELwCGgDHDAbGCyc+7nCe+hiEgjtnpPktZnvv22v44b54NNSZ3x4/1VgaY0AFXmyTCzgcAe59y+yPedc3OAOUF3TEREkrjj/LXX/HXy5GDbkZqFA81Fi/xJTU2apLY/IueguhHNlcAd4W/M7G0z+2zwXRIRkbCk7DgvL4eXX/avr702uHYkNu3bQ9++cPIkvPtuqnsjck6qCzTLgfSI7ycC3YLsjIiInCkpO86XL4d9+6BLF+jXL7h2JHaaPpcGorpAcwcQ8FyNiIhUZW/hXvYU7qFlVku6te4WXEPh0czrrvOpdST1lE9TGojqzjJ7EfiymX0A7A69d4uZTazhmc45p9wYIiLnKDyaOTB3IGkW197N+Lz0kr9ed11wbUh8wiOa8+dDWRmkp1dfXqSOqi7QvBdoAlwLXIbfXd6NmqfPXSI6JiLS2CVlx/nOnX4dYLNmMGlScO1IfLp29UsZtm2D/HwYFHDWAZGAVPknsnPumHPuDufchc65dMCAWc65tBq+9GeXiEgCrNqbhB3ns2f76+TJSmtU12j6XBqAeOZi5gIFAfVDREQqScqIpqbN6y5tCJIGoLqp8zM45zSnIiKSJEWlRazbv440S6N/+/7BNHLyJLz5pn89dWowbUjtRZ4Q5Jw2akm9FODqchERqa21+9ZS5sro3bY32ZnZwTSSlwcnTsDQodCpUzBtSO316QPnnw9798KHH6a6NyK1ElegaWaXmdlLZrbPzErMrCzKV2lQnRURaSzCO84DXZ+pJO11m5mmz6Xei3nq3MyuBZ7DJ3HfBqwHFFSKiAQg8PWZzml9Zn0wYQI884zfEHTrranujUjcYg40gVlACXCtc+71YLojIiJwesd5YIHm2rWwdas/7nD48GDakHMXuU5TpB6KZ+q8P/CUgkwRkWCVlZdVjGgGNnUeHs289lpI03L9OmvgQGjZErZs8X8YiNQz8fzrUggcDKojIiLivbH5DY4UH+GiNhfRoUWHYBrRtHn9kJ4Ol1/uX7/2Wmr7IlIL8QSabwFjguqIiIh4j696HIBbBt2CBZHSZv9+WLQIMjPhyisT/3xJrClT/FWBptRD8QSa3wJ6mtl9Fsi/fCIicujkIZ5b9xyG8dlBnw2mkVdfhfJymDgRcnKCaUMS5+qr/fXNN6GkJLV9EYlTPJuB7gfWAg8AnzezVcDhKOWcc05b40REauHJ/CcpLivmyh5XcmGrC4NpJHJ9ptR93bpB376wbh0sXnw65ZFIPRBPoHlLxOtuoa9oHKBAU0SkFh5f/TgAtwy+JZgGSkpOT8FqfWb9MWWKDzRffVWBptQr8Uydd4/xq0eC+ygi0ii8/9H7LN25lJZZLbmx743BNDJvHhw+7EfIevYMpg1JvPA6zVdfTW0/ROIUz1nnyqsgIhKg8CagGf1m0CyzWTCNPPmkv06fHszzJRgTJkDTpvDuu/5IytzcVPdIJCZKniYiUgeUlpfylzV/AQKeNn/mGf/65puDaUOCkZ3tN28BvK501lJ/KNAUEakDXt/0OnsK99CnbR9Gdx4dTCNvvgkHD0K/ftC/fzBtSHA0fS71ULVT52ZWVotnOudcPJuMREQavT+t+hPgRzMDyyAXnjbXaGb9FJlPs6zMJ3MXqeNqGtG0WnxplFREJA5HSo7wwvoXSLM0PjPwM8E0UlQEzz3nXyvQrJ969/apjg4c8Gs1ReqBaoNC51xabb6S1XkRkYbg7X1vc6rsFFf2uJJOLTsF08irr8LRozBkiA9YpP4x0/S51DsKCkVEUuy1vT6v5ecGfy64Rp56yl9nzAiuDQmeAk2pZxRoioikUP6+fNYfW0+rrFbc0PeGYBo5fhxeeMG//uQng2lDkuPyyyEjw58QdOhQqnsjUiMFmiIiKRTOnfmp/p+iaUbTYBp5+WU4cQJGj/Zr/KT+ysmBceP8WfVvvpnq3ojUSIGmiEiKlJSV8OfVfwYCzJ0Jp6fNtQmoYdD0udQjCjRFRFLk5Y0v89GJj+jWrBsjO40MppGjR/2IphncdFMwbUhyRQaazqW2LyI1UKApIpIij618DIBrOlwTXO7MF16A4mIYPx46BbSjXZJr4EDo0AF27YL8/FT3RqRaCjRFRFJg97HdzN44m4y0DK7MvTK4hpSkveFRmiOpRxRoioikwF/W/IUyV8b1va/nvCbnBdPIwYP+XOy0NJg+PZg2JDXCgebs2anth0gNFGiKiCSZc65i2vzzQz4fXEPPLC+2UAAAIABJREFUPgslJT4lTvv2wbUjyXf11ZCZCfPmwd69qe6NSJUUaIqIJNmiHYtYf2A9HVt0ZMpFU4JrSEnaG67WrX2wWV4OzzyT6t6IVEmBpohIkoVHM2cOmklGWkYwjWzd6vMsNmkCH/tYMG1IaoWT7//jH6nth0g1FGiKiCRR4alCnlrrRxo/NyTAIyf/+Eef+uYTn4A2bYJrR1Jn2jT/h8TcubB7d6p7IxJVvQw0zazAzFwVX3uqqDPWzGab2UEzO2Fma8zsa2aWXk07M81sqZkVmtkRM8szs+uqKZ9tZg+Y2XozKzKzfWb2DzO7OBE/t4jUf/9c+08KTxUyrss4erftHUwjpaU+0AS4/fZg2pDUa9UKrrnG/0Hxr3+lujciUQU0Z5MUR4BfRnm/sPIbZnYD8C+gCHgKOAhcD/wCuBQ4K4uxmT0I3APsAP4ANAFmAC+a2Vecc7+uVD4LeCP0vOXAr4ALQ8++1swud84tqdVPKiINxmOrQpuABge4Cejll32OxT59YMKE4NqR1PvkJ+H55/30+Ze/nOreiJylPgeah51zs2oqZGYt8YFiGTDRObc89P73gLeB6WY2wzn3ZESdsfggcxMwwjl3KPT+z4EVwINm9pJzriCiqa/jg8yngZudc+WhOk8BzwGPmdmA8Psi0vhsOLCBBdsW0DyzOTf1C/CUnkcf9dfbbvM5F6Xhuv56yMqCBQtg504l5Zc6p15OncdpOnA+8GQ4yARwzhUB94W+/WKlOneErj8OB5mhOgXAb4AsoGJxlfkjPcJ1vhkZTDrnngfmA5cAlyXg5xGRWjpRcoLZG2fz5dlf5qKHL2LsH8fy/9u77/iqq/uP469PdoAIJkwVUIhAf1YrilhABS2K4qTFVetW1NbRqj9XB2pVEJVaqItqxVFHXTj7AwejjIILHCh7QwBBgZB97/n9ce4ll5BAEu7Nvbl5Px+P8/je+50nHHLzuWeWBcoa7PlPf/40AOceci4tMlrE5iErVsC//+377l10UWyeIYkjJwcGD/bN56++Gu/ciOyiMQeamWb2KzO7w8xuMLPja+hveUJoW93yCdOAIqBvqOm7Ntf8u8o5AF2BTsBC59yyWl4jIg2gsKyQv835G4P/OZi8UXmc+sKpPPLxIyz5fgmzVs9i/sb5DZKPimAFz8x7Bojx3JnhQUBDh0Lr1rF7jiSO8KpPGn0uCagxN523B56rsm+ZmV3qnJsasa97aLuw6g2ccxVmtgw4BOgCfGNmzYH9gULnXHXD+BaFtpG9+Gt8xm6uEZEGcMeHdzB2ztgd73vt14vB+YN5f+n7zFo9i0WbFnF4+8Njno9X57/KusJ1dMvrRt+OfWPzkMhBQMOGxeYZknhOPRWys2HmTFi1Cjp2jHeORHZorIHm0/jm6K+Bbfgg8VpgGPBvM+vjnJsXOrdlaLulhnuF97eq5/n1vWYnZjYMn3/atWvHlClTajo1KgoLC2P+DIk9lePuOed45YtXALimyzUMbDeQ3Aw/1c8CFjCLWUz8ZCJtNraJaT4KSgq48tMrARicO5ipU6fudDxa5Zg3fTqHrl1LUceOzAkGQf83GlQ8fx//p3dv2k6dyuIRI1gdnl9T6kWfq9HVKANN59xdVXZ9BVxtZoX4QTx3ArWdoTjcU97VNRt1OHePz3DOjQPGAfTq1csNGDCgjtmpmylTphDrZ0jsqRx3b+GmhRRMKyAvO4+xF4wlNaWyd82inEW8vPplyluWx/TfsDxQTv/x/SmsKOS0bqcx+rzRWJUBOlErx1GjAGj2298y4Pjj9/5+Uidx/X289lqYOpX8zz4j/9FH45OHJKHP1ehqzH00q/N4aBs5n0e4NrEl1dunynl7Or+62su6PkNEGsDExRMBOLHriTsFmQAH5x0MwKJNi3a5Lpr+NPlPzFo9iwP2OYDxZ47fJciMmhUr4P/+zw8Cuvji2DxDEtfgwdCsGcyeDcuXxzs3IjskW6C5IbRtHrFvQWi7S/9IM0sDDgIqgKUAzrntwBqghZl1qOYZB4e2kf0xa3zGbq4RkRibuMQHmoO6DtrlWHiy9IWbYvdrOXHxREbOGEmqpfLiL14kr1lezJ7Fk09WDgLKi+FzJDE1a+anOgJ45ZX45kUkQrIFmn1C26UR+z4KbU+u5vzjgGbATOdcaS2vOaXKOeDn21wJdDOzg2p5jYjEUGlFKZOXTwbgpK4n7XK8Q4sONE9vzqbiTWwu3hz156/dtpYL37gQgLuPv5tjOh0T9WfsoJWABDT6XBJSows0zewQM9tl4V4z6wyEV+t5PuLQq8B3wHlm1ivi/CzgntDbx6rcLtwE/3sz2zfimgOB3wCl+AFJADjnXMQ1o8wsJeKaM4FjgfnAziMARCRmZqyaQVF5EYe2PZT9cvbb5biZxaz5PBAMcMHrF7CxaCMDuwzktmNui+r9d/Huu36t6+7d4dhjY/ssSVwnnwwtWsAnn8CSJfHOjQjQCANN/JKOa83s32b2qJndb2avAt8C+cB7wIPhk51zW4ErgVRgipk9aWajgLn4GtBX8ctSEnHNTGA0fn7ML8zsL2b2CH5pyVzg5iqrAhE6fyZ+gvjZZjbSzF4I3b8IuEyrAok0nHD/zOqazcNi1Xx+z7R7mLJ8Cu2at+O5Ic+RYjH+qH04tBqvVgJq2rKz4Ywz/OsXX4xvXkRCGmOgORl4A9+38pf4pR/7A9OBi4HTnHM7LfXhnJsQOmca8AvgOqA8dO15oRpJqlxzE3AJUICfdugi/HRKp1dd5zx0fikwELgbP43R74AT8ctPHqV1zkUa1o7+mfk1B5oH54ZqNDdHr0Zz7ba13D3tbgzj+Z8/T/sW7aN272rNnOmnMWrZEi6/PLbPksQXHgg2bhwEAvHNiwiNcHqj0GTsdW6Cds7NAAbX8ZpngGfqcH4xMDyURCROCgoLmLd+Htlp2bvtGxmLGs23F7xN0AU5o/sZDOwyMGr3rdGIEX577bU+2JSmbeBAyM+HxYt9l4pwDadInDTGGk0Rkd2atGQSAAMOHEBWWlaN54UDzWjWaL618C0AzujWAH/gv/gC3nnHN5necEPsnyeJLyUFrrnGv37kkfjmRQQFmiKShHY3rVGkcNP5wk0LqaYHTZ1tL9vOh0s/xDBO63baXt9vj0aO9Nsrr4Q2sV3dSBqRSy6BrCyYNAkWxXaeWJE9UaApIkkl6II7ajR31z8TIK9ZHrnZuRSWFVJQWLDXz/5g6QeUBkrpvX9v2rVot9f3263Fi+HllyEtDW6+ObbPksYlNxfOP9+/fvzx3Z8rEmMKNEUkqXy+7nO+K/qOTi070T2v+x7Pj+aAoLcW+Gbz07udvtf32qMHHoBgEC66CDp2jP3zpHH59a/99umnoagovnmRJk2Bpogklchm89os9xitAUFBF+TdRe8CcHr3GAeaa9bA+PF+KqNbbonts6Rx6tULjjoKvv/e13yLxIkCTRFJKrXtnxm2Y0DQXk7a/vGaj1m/fT2dW3bm0LaH7tW99mj0aCgr88tNdt9zra00UeFazUcfjW8+pElToCkiSWNr6VZmrppJqqXysy4/q9U1OwYEbd67Gs3IZvPa1KTW26ZN8MQT/vXtt8fuOdL4nXsu7LuvXyno44/jnRtpohRoikjSmLxsMhXBCo4+4GhaZbWq1TXRajp/e+HbQAM0m48dC9u3++UGe/aM7bOkccvOhssu869VqylxokBTRJJGXZvNAfJz8wFYsnkJgWD9VlJZ8cMKvtzwJTkZOfTv3L9e96iVbdtgzBj/+o47YvccSR5XX+23L73ka8NFGpgCTRFJGvUJNHMyc+jQogOlgVJWbV1Vr+eGazMH5Q8iMy2zXveolQcf9IM7+vWDY4+N3XMkeeTnw6BBUFLiB5CJNDAFmiKSFBZvXszS75eSm51Lr/161enavR0Q1CDTGq1cCaNG+df33x+750jyCQ8KeuwxPyWWSANSoCkiSWHysskAnHDQCaSmpNbp2sgVgupqa+lWpiyfQoqlMPjgwXW+vtZuu83XSp17rq/RFKmtU0+FTp1gyRJ4441450aaGAWaIpIUpq+aDsBxnY6r87V7MyBo0pJJlAfL6duxL62bta7z9bUycya8+CJkZqo2U+ouNRVuvdW//tOfIFC/vsgi9aFAU0SSwoyVMwA4ptMxdb724Lz6rw4U82bzYBB+9zv/+uaboXPn2DxHktsVV/j/O/Pn+4FBIg1EgaaINHrrtq1jyfdLaJHRgkPb1X2y9PrWaAaCAd5b9B4Qw0DzhRdgzhzo0ME3n4vUR0YGDB/uXw8fDuXl8c2PNBkKNEWk0Zuxytdm9jmgD2kpaXW+vuu+XTGM5T8spyxQVuvrZq2exabiTeTn5tOjdY86P3ePtm+vDC5HjIAWLaL/DGk6LrwQunXzfTWfeSbeuZEmQoGmiDR601f6/pn1aTYHyEzLpHOrzgRcgGXfL6v1dTFfDWjUKL+u+ZFH+iBBZG+kpcFdd/nXd98NpaXxzY80CQo0RaTR29tAE+refF5aUcqLX70IxKjZPHI6o4cfhhR9XEsUnHMO/PjHsGoVjBsX79xIE6BPLhFp1ArLCplbMJdUS+Xo/Y+u933CUxzVdkDQU58/xeqtqzm07aH0PzAGqwGFpzM65xw4pv4BtMhOUlLgz3/2r++913fPEIkhBZoi0qjNXj2bgAvQs0NPmmc0r/d96lKjWVJRwn3/uQ+A4f2Hk2JR/ih95x1NZySxc+aZ0KsXrF8PjzwS79xIklOgKSKN2o5m8457V+u3Y3WgWtRoPvnZk6zZtobD2h3GkB8N2avn7mLjRrj8cv/63nvhwAOje38RM7jnHv/6/vthy5b45keSmgJNEWnUwhO1703/TKj96kAlFSWMmD4CgDv73xnd2kzn4KqrYMMG6N+/cv5MkWg76SQ49ljYvNn3ARaJEQWaItJoVQQrmLVqFgD9Ou3dsoydW3UmPSWd1VtXU1ReVON5f//076zdtpbD2x/OWT3O2qtn7uLZZ/0SgTk5fvoZDQCSWIms1Rw1CpYujW9+JGnpU0xEGq15BfPYXr6d/Nx82rdov1f3SktJo8u+XQBYvHlxtecUlxfvqM0c3n94dKc0Wr4crrvOvx47VisASewddxycey4UFcGwYb5GXSTKFGiKSKMVnqi9X8e9q80M29OAoHGfjmNd4Tp6tu/Jmd3PjMozAb/M5CWXwLZtMGQIXHRR9O4tsjtjx0JeHnz4ITz1VLxzI0lIgaaINFrRmD8z0o4BQZt2HRBUXF7MyBkjAbhzwJ1Rrc084NVXYepUaNcOnnjCN2uKNIQ2bXywCXDTTbB6dXzzI0lHgaaINErOuagHmuEBQd989w2uSjPi4588TkFhAUd2ODK6E7R/9RVdnnzSv37qKf+HX6QhnXcenHEGbN0KV1+tJnSJqrovCiwikgCW/bCMdYXryMvOo3te96jcM1yj+dwXzzFxyUR+0u4n/KTdTzis3WHcP8PPZxnV2szvv4ehQ0kpL4crr4RTT43OfUXqwgwee8zXqr/7LrzwAlxwQbxzJUlCNZoi0ihF1mZGK/Dr27EvZ/U4i5aZLdmwfQPvL32fB2c9yEUTLmL99vX02q8Xpx4cpWCwvByGDoUFCyjs0gVGj47OfUXqY7/94C9/8a+vv95P5i4SBarRFJFGacbK6A4EAshMy+SNc9/AOceKLSuYVzCPuQVzmbd+Hqu3rmbMKWOiE9Q6B7/+NXz0EbRvz5cjRtCnRYu9v6/I3rjkEnjpJZg0Ca69Fl55Jd45kiSgQFNEGqVoTdReHTPjwFYHcmCrAzmzRxRHl4c99BA8+SRkZ8Nbb1Gq9aYlEZjBuHHw4x/Dq6/Cv/4F55wT71xJI6emcxFpdDYVbWL+xvlkpWVxRIcj4p2dupkwAW65xb9+9lk46qj45kckUufO8MAD/vWll8LcufHNjzR6CjRFpNGZuWomAL33701mWmacc1MHn33mB1k459cxHzo03jkS2dVVV/m5XIuK4PTTYd26eOdIGjEFmiLS6OwYCNQx+s3mMbNypf+jXVQEF18Mt98e7xyJVC/chH7MMX5ezbPOguLieOdKGikFmiLS6IRXBIpF/8yYWLLEL/e3di0ce6wmZZfEl5kJr78OBx0Ec+b4ZnTNryn1oEBTRBqVeQXzmL1mNobRp2OfeGdnz775xgeZK1bAT38Kb73l/4iLJLo2beDttyEnB15+Ge66K945kkZIgaaINBrF5cX88vVfUhGs4Kojr6JVVqt4Z2n35s2D/v19TeaAAX7amFYJnmeRSIcc4oPMlBQfaL70UrxzJI2MAk0RaTRunnQz8zfOp0frHjw06KF4Z2f35szxweXGjTBokF9xJScn3rkSqbtTTqlcUOCSS/wXJpFaUqApIo3COwvf4dFPHiU9JZ0Xfv4CzdKbxTtLNfvPf2DgQPjhBz+Q4s03oVkC51dkT66/3i8yUFoKp53mazlFakGBpogkvILCAi5981IA7vvZffTs0DPOOdqN8ePhpJNg2zY4/3w/6bX6ZEpjZwZjx8KNN/rlU88/36+PLrIHCjRFJKEFXZBLJlzCd0XfMbDLQG7sc2O8s1S9khIYNsyPzi0pgauvhueeg/T0eOdMJDpSUuDBB+G++yqXUb3nHo1Gl91SoCkiCW3M7DFMXDKR3OxcnjnrGVIsAT+2li2Dfv3g73+HrCx46ilf25OaGu+ciUSXmZ8DNjxF1x//CL/7HQSD8c6ZJKgE/MQWEfG+WP8Ft35wKwBPnfEU++XsF+ccVeO99+DII/2qP126wMyZcNll8c6VSGwNG+a7haSnw1//Cr/6FRQWxjtXkoAUaIpIQtpSsoWh/xpKWaCMYUcM46weZ8U7SzsrKvJrlp96Knz/vV/159NPoWcC9x8ViaahQ/1sCs2bw4sv+v/7c+bEO1eSYBRoikjCCbogF75xIYs2L+LQtocyetDoeGdpZ+++6+cXfOAB329txAiYMEFzZErTc+KJMHs2HHYYLF4MffvCvfdCIBDvnEmCUKApIgnnnmn38PbCt2mV1Yo3zn2D5hnN450lb80aX4tz2mmwfDn85Ce+qfy223zAKdIUHXKIr8m88UYfYP7hD34O2RUr4p0zSQD6ZBSRhPLuwne5c8qdGMaLv3iRrrld450lqKiAMWPgRz+C117zTYUPPQSffAJHHx3v3InEX2am/52YNAk6dIDp030t5xNP+N8fabIUaIpIwli0aREXvH4BDsc9J9zDyfknxzdD5eXw9NPQowfccIOfG/PMM2H+fF97k5YW3/yJJJoTT4QvvvALFWzd6qf5OvRQv2iBpkFqkhRoikhCKCwrZMjLQ9hSuoUhPYZw+zG3xy8z5eXwj3/4APOyy2DJEsjPhzfe8H0xO3WKX95EEl3r1vD6635Ueteu8O23PvA89liYNSveuZMGpkBTROLOOcdlb17G1xu/pkfrHow/azxm1vAZ2b4dxo2D7t3h8sth6VLo1g2efRa++cb/sRSRPTODs8/2tf9jxvjgc8YMP1joF7+A//5XNZxNhAJNEYmrTUWbGPrKUF6Z/wo5GTlMOHcC+2Tu07CZ+PRT38TXoQNcdZWfgL17d3j+ef+H8sIL1UwuUh8ZGXDddb5V4Pe/h+xsX9vZpw/06uVbDoqK4p1LiSEFmiISNx8s/YDDHj+M1795nZyMHP519r/o3rp7wzz8hx/86j1HHOH/4D3xhO+D2acPvPACfP01XHCBVvcRiYZ99vHLVS5eDP/7v5CX5xc5uPxyOOAAuOkmWLgw3rmUGFCgKSINrrSilJsm3sSJz53I2m1r6dexH/Ounhf7wT9r1vjgctAgaNvWr9X8+eeQm+sH+3z1lZ+u6PzzFWCKxMJ++8GoUbBqFYwfD0cd5Rc8GD3atyIcdhjceSfMm6em9SShtiARaVBfb/iaX77+S75Y/wWplsqdA+7ktmNuIy0lBh9HFRUwdy68/74fxBO5aklKCpxwgq9R+fnP/RrlItIwsrPh4ot9+vhj/wXwtdfgyy99uusuv6TrkCEweDD89KfQrFm8cy31oEBTRBpEWaCMUTNG8edpf6YsUEZ+bj7//Pk/6b1/7+g9pLzc97ecOtWn6dN9c3hYdravzTzrLL90ZOvW0Xu2iNTPUUf59Pjj8NFHvg/nhAl+MN5DD/mUnu7POe446N/fDyrap4H7cku9KNCMATM7ALgbOBnIA9YBE4C7nHPfxzNvIvEwe/Vsrnj7Cr7a8BUAVx5xJaMHjaZFRov637S01Pej/Pxz39frs898c1tx8c7nde3qVyk5/XQ/x59qRUQSU0YGnHyyT4895kepv/kmTJ7sWyZmzvRp5EjfItGtGxx++M6pXbt4/xRShQLNKDOzrsBMoC3wJvAt0Bu4ATjZzPo55zbFMYsiDaawrJA/fPQHxsweg8PRdd+ujDt9HCccdELtb7JlCyxYsGv69ltfg1lV9+6+xiOc9t8/ej+QiDSM1FRfe3nccf79Dz/4IHPqVJg2za/K9e23Pr30UuV1bdrAwQdXpvx8vz3oIGjVyk+7JA1KgWb0PYoPMq93zo0N7zSz0cDvgHuBq+OUN5GYc86xYNMCJi+bzMgZI1m5ZSWplsrNfW9meP/hZKdnh0+EwkIoKPBp3To/QGDFCli5snK7eXP1DzLzNRpHHFGZevb0A3tEJLm0auX7ag4e7N+XlPipx+bOrUzz5sHGjT7NnLnrPZo1g44d/Sj3cGrXzg8MjEyBQMP+bElOgWYUmVkX4CRgOfBIlcPDgWHAhWZ2k3NuewNnT6ReAsEACzYt4NO1nzK3YC4ArZu1DqU82qS3JKM0wOwVM5i2ZibTNn7KhvLKHiI96cCTWwZwxDNr4C9DYdMm2LDBB5dVm7mrk5XlayR69PC1leHUowfk5MTqxxaRRJaVVfkFM8w5P7PEokWVafFiv12xwn+xDbeI7EZ/M9//MzcX9t23MrVs6ffn5PgUft28uU/Nmu28zcry/cIzM5t0TaoCzegKtwdOcs4FIw8457aZ2Qx8IPpT4MOGzlxYeUkR5SWFlG7fGq8sVIrG9BU13aMu+yP3Rbx2LojD4YJBgi7o3zsHzmFmmAMDUizFvzbz14fv4fy14euCwQDOOZwL+ns4569zYM6RghEMVBAIVhAIVBAIBggEygkEK0gJQoqDVAcpQUeqg4wv5lIULPXfwCNTMOi3FRU7kquooLS8mOKyIorLiyipKKG4vJjiQDFF5cUUVYRSoITtgWJW2FY+zfiOz7O3sD21bt/w22+D/ivgpCVw0bx1pAVfrP7E7Gw/SXr79r5moWNH6NzZL/HYqZN/3aaN748lIrI7ZpU1lccfv+vxLVtg9WqfVq3y2w0bfA3ohg07km3e7M/dssUv3hANmZk+8MzK8n1RMzN9Cr/OyPADntLTd36dnu4Xi6gupabuuk1N9Z+X4depqX6t+XAXhDhQoBld4Zmma5p1dhE+0OxGHAPNs2/vyputCmB2vHIgUfWfKNwjPZRq0HELHLkWjlgHWRXwXTPY2Nxvv2tuFGalcPgPWRy3tRX9SzqQn94W26clHN0SBuf5yZlzcyu3bdv6wLJFiyb9TV9EGlDLlj4dcshuT5v64Yf0P/xwP79nZNq61adt23wKv96+3a9uVHVbUuJbbUpLK9OWLQ30w0a45hoFmkmkZWhb0/+k8P5WVQ+Y2TB80zrt2rVjypQpUc9cWKCsgoyKmN0+6Ri+JjFcexkOixzgrHIbrPEOEfcgfB/DQvcImqu8h4VrLY3U0DbF+X3+XAim+GcFzBGsGqPVELSF62gzXQpZwVQyXRpZLpUs0shwaWSTTrZlkEU6mSkZZFkmuSk59EjrSI+MzrTqlEcgP4NgRgbBrCwCoRTMzsZVmdh8TSjVqKysslZBACgsLIzp77w0DJVjcigsLmbKl19W7sjI8F+M6zuiPRgkpbyclLIyUsrKsPJy/76iAisrI6W8HKuoICUQwMKvKyqwigosEKhM4ffBYOW+Kq8JBv2+8OtAgC2tW7Mhjv8vFWg2rMgYZSfOuXHAOIBevXq5AQMGxCwTAwZsZMqUKcTyGdIwVI7JQeWYHFSOySHZynF/4H/i+Hx1fIqucI1lyxqO71PlPBEREZGkpUAzusJD2brVcPzg0LamPpwiIiIiSUOBZnRNDm1PMrOd/m3NLAfoBxQD/23ojImIiIg0NAWaUeScWwJMAg4EflPl8F1Ac+BZzaEpIiIiTYEGA0Xfr/FLUI4xs58B3wBHA8fjm8x/H8e8iYiIiDQY1WhGWahWsxcwHh9g3gR0BcYAfbTOuYiIiDQVqtGMAefcKuDSeOdDREREJJ5UoykiIiIiMaFAU0RERERiQoGmiIiIiMSEAk0RERERiQkFmiIiIiISEwo0RURERCQmzDkX7zxIFWa2EVgR48e0Br6L8TMk9lSOyUHlmBxUjslB5Vh3nZ1zbao7oECziTKzT5xzveKdD9k7KsfkoHJMDirH5KByjC41nYuIiIhITCjQFBEREZGYUKDZdI2LdwYkKlSOyUHlmBxUjslB5RhF6qMpIiIiIjGhGk0RERERiQkFmiIiIiISEwo0mxAzO8DM/mFma82s1MyWm9nDZrZvvPMmlcwsz8yuMLM3zGyxmRWb2RYzm25ml5tZtb+3ZtbXzN4zs81mVmRmX5jZb80staF/BqmemV1oZi6UrqjhHJVjgjKzY83sNTNbF/oMXWdmk8xscDXnqhwTkJmdGiqz1aHP1qVm9oqZ9anhfJXjXlIfzSbCzLoCM4G2wJvAt0Bv4HhgAdDPObcpfjmUMDO7GngMWAdMBlYC7YCfAy2B14CzXcQvr5mdGdpfArwMbAZOB7oDrzrnzm7In0F2ZWYdgS+BVKAFcKVz7skq56gcE5SZ/QH4M34i73fwv5+tgZ7AZOfcLRHnqhwTkJndD9wCbAIm4MsyHzhft6XVAAAI3klEQVQDSAMucs49H3G+yjEanHNKTSABEwEHXFdl/+jQ/sfjnUelHWVyAv7DLKXK/vb4oNMBv4jYvw+wASgFekXsz8J/uXDAefH+uZpyAgz4AFgCPBAqkyuqnKNyTNAEnB36938fyKnmeLrKMbFT6PMzABQAbascOz5ULktVjtFPajpvAsysC3ASsBx4pMrh4cB24EIza97AWZNqOOc+cs697ZwLVtlfADweejsg4tBQoA3wknPuk4jzS4A/hN5eE7scSy1cj/8CcSn+9606KscEFOqqcj9QBPzSObet6jnOufKItyrHxNQZ311wtnNuQ+QB59xkYBu+3MJUjlGiQLNpOCG0nVRN8LINmAE0A37a0BmTOgv/QauI2Bcu3/+r5vxp+D+Qfc0sM5YZk+qZ2Y+AkcBfnXPTdnOqyjEx9QUOAt4Dvg/18bvVzG6ooV+fyjExLQLKgN5m1jrygJkdB+TgWx3CVI5RokCzaege2i6s4fii0LZbA+RF6snM0oCLQm8jP/xqLF/nXAWwDN//qEtMMyi7CJXZc/guD3fs4XSVY2I6KrRdD3yG7585EngYmGlmU80ssiZM5ZiAnHObgVvx/d3nm9k4MxthZv8CJuG7RVwVcYnKMUrS4p0BaRAtQ9stNRwP72/VAHmR+hsJ/Bh4zzk3MWK/yjdx/Qk/WOQY51zxHs5VOSamtqHt1fjgYiAwG98U+xAwCHiFyu4sKscE5Zx72MyWA/8Arow4tBgYX6VJXeUYJarRFPADFcB3bpYEZGbXAzfhZwu4sK6Xh7Yq3wZkZr3xtZgPOedmReOWoa3KsWGFp7ExYKhz7kPnXKFz7mtgCLAa6F/T9DjVUDnGiZndArwKjAe6As2BI4GlwD/NbFRdbhfaqhz3QIFm0xD+5tWyhuP7VDlPEoiZ/Qb4KzAfOD7UBBRJ5ZtgIprMFwJ/rOVlKsfE9H1ou9Q5Ny/yQKiWOty60Du0VTkmIDMbgB/U9ZZz7kbn3FLnXJFz7jP8F4Y1wE2hwbOgcowaBZpNw4LQtqY+mAeHtjX14ZQ4MbPfAn8DvsIHmQXVnFZj+YYCnoPwg4eWxiqfsosW+PL4EVASMUm7w8/0APD30L6HQ+9VjokpXC4/1HA8HIhmVzlf5ZhYTgttJ1c94JwrAubgY6Keod0qxyhRoNk0hH+xTqq6qoyZ5QD9gGLgvw2dMamZmd0K/AWYiw8yN9Rw6keh7cnVHDsOP6PATOdcafRzKTUoBZ6qIX0eOmd66H24WV3lmJim4QOKg80so5rjPw5tl4e2KsfEFB4d3qaG4+H9ZaGtyjFa4j2Rp1LDJDRhe6NK+OZWB3wC5O7h3H2AjWhi4UaRgDupecJ2lWMCJuD50L//PVX2nwgE8bWdrVSOiZuAc0L/9gXA/lWOnRIqx2IgT+UY3aQlKJuIapag/AY4Gr8iwkKgr9MSlAnBzC7Gd1YPAGOpvg/Qcufc+IhrzsJ3ci8BXsIvlXYGoaXSgHOcftkTgpndiW8+r24JSpVjAjKztvj5hvOB/+CbWTvj+/Y5/ETur0Scr3JMMKHWvIn4WQO2AW/gg84f4ZvVDfitc+6vEdeoHKNAgWYTElpr+W58U0Aefq3eCcBdbtcBJhInEYHI7kx1zg2ocl0/4PdAH/y37sX4aTzGOOcC0c+p1MfuAs3QcZVjAjKzXPyKMEOA/fHBynRghHNul25HKsfEY2bpwG+A84D/wTd/b8Z/cRjjnJtUzTUqx72kQFNEREREYkKDgUREREQkJhRoioiIiEhMKNAUERERkZhQoCkiIiIiMaFAU0RERERiQoGmiIiIiMSEAk0RERERiQkFmiIiIiISE2nxzoCIiOyemVVdWaMM2AqsAj4DXgMmaaUSEUk0WhlIRCTBRQSad4W2qUAr4BCgH5ABfAJc4Jxb2PA5FBGpngJNEZEEFw40nXNWzbF2wFjgbHwNZy/n3IaGzaGISPXUR1NEpBFzzq0HzgOmAB2BOyKPm9mRZvZXM5tnZpvNrMTMFpnZQ2a2b5VzrzYzZ2Z/qu5ZZtbezMrN7MsY/TgikmRUoykikuB2V6MZcc7PgA+ADUB7F/pwN7PHgSHAVHyNZypwBHAs8A1wtHNuW+jcFsAaYAtwUNU+n2Z2B3AvcJ1z7m/R/BlFJDkp0BQRSXC1DDQzgUL8IM8uzrllof2dgdXVBI2XA08Ctznn7o/Y/zfgN8Dpzrl3IvYbsARoB+znnNsSpR9PRJKYms5FRJKAc64U2BR62yZi/4oaRqP/Az9yfVCV/Y+FtldV2X8ScBDwsoJMEaktBZoiIskjXOO5o6nKzNLN7Fozmx7qoxkI1ZAGgX2A/SNv4Jz7GpgGnGJmHSMODQttH49d9kUk2WgeTRGRJGBmWUBu6O3GiEMv4/toLgXeBAqA0tCx3wKZ1dzuUeA44ApguJm1B84A5jrn5kQ/9yKSrNRHU0QkwdWyj+ZA4H1gvXOufWhfL+Bj/CChwc658ojzU/B9Ojc45w6scq90/MChCqAzcCt+ENA1zjnVaIpIranpXESkkQsFjb8PvX0h4lB+aPtWZJAZ0hvIru5+oXOfxDern46v2SwE/hmtPItI06BAU0SkETOztsBLwABgJXBfxOHloe2Aaq55ZA+3HgcEgL/hBwG9EJ4GSUSkttR0LiKS4KpZgjKFyiUoj8EvQTkHvwTl4ojrUvHzZ/YDZgHT8dMTnQIsALoA5VWbziOufxPfNxPgSOfcZ9H7qUSkKVCgKSKS4CICzbAyYBuwAvgMeA2Y5JwLVnNtLnAPMBhoj5+Q/eXQvvkAuwk0zwQmAJ84546Kxs8iIk2LRp2LiCS43Q0CqsW1m4Ff13D4wD1c3jO01QAgEakX1WiKiMguzCwHWASkAx2dc0VxzpKINEKq0RQRkR3M7FT8Wuin4/tz3qwgU0TqS4GmiIhEOhu4GFgPjAD+Et/siEhjpqZzEREREYkJzaMpIiIiIjGhQFNEREREYkKBpoiIiIjEhAJNEREREYkJBZoiIiIiEhMKNEVEREQkJv4fbdwlFVvmvsYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "city_E的最佳拟合参数\n",
      "0.8105263157894737 92857.14285714286 0.1\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "city_F的最佳拟合参数\n",
      "1.0 3105102.0408163266 1.2000000000000002\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "city_G的最佳拟合参数\n",
      "1.0 185714.2857142857 0.1\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "city_H的最佳拟合参数\n",
      "0.6684210526315789 340816.32653061225 3.4000000000000004\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAApoAAAGaCAYAAACv5ONiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nOzdeXhU5d3/8fc3Cwlh3/dNBGRHZV+DIqLgUoVqtVbt86u2tu7V+lRb0adej9tDq1ZrbbXuK221KiJr2BdBFhVFBMKuyE6AQCD3749zJgxhJskkczJJ+Lyua64zOee+z/lORvDLvZpzDhERERGReEtKdAAiIiIiUjUp0RQRERGRQCjRFBEREZFAKNEUERERkUAo0RQRERGRQCjRFBEREZFAKNEUERERkUAo0RQRqWLMzJlZkYskm1m2X65t+UQlIqciJZoiIiIiEgglmiIiIiISCCWaIiIiIhIIJZoiIiIiEoiURAcgIiLBMLPxRVyuW15xiMipy5wrcmKiiIhUMsXNOC+knXMuO6hYROTUpq5zEZEqyjln0V7AhkTHJyJVnxJNEREREQmEEk0RERERCYQSTREREREJhBJNEREREQmEEk0RERERCYQSTREREREJhNbRFBEREZFAqEVTRERERAKhRFNEREREAqFEU0REREQCoURTRERERAKhRFNEREREApGS6ADkZA0bNnRt27YN9BkHDhygRo0agT5DgqfvsWrQ91g16HusGvQ9xm7p0qU7nHONIl1TolkBtW3bliVLlgT6jKysLDIzMwN9hgRP32PVoO+xatD3WDXoe4ydmW2Idk1d5yIiIiISCCWaIiIiIhKIhCeaZjbWzJ4yszlmts/MnJm9GqXsi/71ol7TC9W5rpjyP4/yrOpm9oCZrTazXDPbbmZvm1nnIj5LSzN7wcy2mtlhM8s2sz+ZWb2y/ZZEREREKp+KMEbzPqAnkANsBs4oouy7QHaUa9cApwEfRbn+HrA8wvmTBkOaWRowFRjkX38CaAWMA0ab2TnOuUWF6rQH5gON/Wd9BfQFbgVGmdkg59zOIj6biIiIVFJ5eXls3ryZ3NzcRIcSmPT0dFq2bElqamqJ61SERPN2vATzG2AYMDNaQefcu3jJ5gnMrC5wN3AEeDFK9Xedc9GuFXYHXpI5EbjCOZfvP+ct//kvmFn30HnfM3hJ5i3OuafCYpuA9xkfAiK2noqIiEjltnnzZmrVqkXbtm0xs0SHE3fOOXbu3MnmzZtp165dieslvOvcOTfTObfGOefKcJtrgOrAv5xzO8oSj3n/dYQSwrvDk0nn3HvAHKALXlIcqnMaMBKvtfXpQre8HzgAXGNmWi9BRESkCsrNzaVBgwZVMskEMDMaNGgQc4ttwhPNOPmZf3yuiDK9zOw2M7vHzK4xs5ZRyrUHWgNfO+fWR7ge6po/J+xc6P2UQq2cOOf2A/OADKB/UR9CREREKq+qmmSGlObzVfpE08wGAN3xEsOo3e54YyX/CPwv8DKQbWbPmll6oXKd/OPXUe6zxj92LGMdERERkbh56KGH6Nq1Kz169KBXr14sWrSIzMxMOnXqRK9evejVqxdjx44FYPz48Tz++OMAXHfddbRr145evXrRs2dPpk+fXtRjYlIRxmiW1Q3+8W9Rrq8Hbgam4I0FrQMMxks4bwRqA1eFla/jH/dGuV/ofN0y1jmBmd2A/1maNGlCVlZWtKJxkZOTE/gzJHj6HqsGfY9Vg77HqqG032OdOnXYv39//AMqoUWLFvHee+8xa9Ys0tLS2LlzJ0eOHOHYsWM899xznHXWWQVl9+/fz+HDh0lNTWX//v3k5eXx4IMPcumllzJ79mxuuOEGli+PNH/aGyIQy++nUieaZlYH+CFFTAJyzs0CZoWdOgi8Y2YLgRXAj8zsEefcipI+NnTrWEItro5z7jn8rv/evXu7oHcl0M4HVYO+x6pB32PVoO+xaijt9/jll19Sq1at+AdUQvv27aNJkyY0bNgQoCCW5ORkatSocVJsaWlppKWlUatWLVJTU6levTq1atXi3HPPZdu2bVE/S3p6OmeeeWaJ46rsXec/xhv7GPMkIOfcJmCS/+PQsEuh1sc6RFa7ULnS1hEREZGqyCyYVxFGjhzJpk2b6NixIzfddBOzZh1vY7v66qsLus7vuuuuIu8zefJkLr300rj8GqCSt2hyfBLQX0tZ/3v/GD4bfLV/jDaesoN/DB+PWZo6IiKntoMH4auvYPfuE1+HDsEPfwido+6PISKF1KxZk6VLlzJnzhxmzpzJFVdcwcMPPwzAa6+9Ru/evYusf9ddd3H33Xezfft2Fi5cGLe4Km2iaWb98BZ6/9o5l1XK2/Tzj+vCzq0FNgIdzaxdhJnnF/jHGWHnQpOQRppZUvjMczOrhbcm5yEgft+ciEhltmYNZGbC1q2Rr0+YAB9/DP21WIdUQmVasbH0kpOTyczMJDMzk+7du/PSSy+VuO5jjz3GZZddxpNPPsm1117L0qVL4xJTZe46D00CKmpJI8xsSIRzZmb/DQwAdgCTQ9f89Tyf9X981MySwupdAgwBVhE27tM5txZvslFb4JeFHvcAXovpy865AyX5YCIiVdrWrTBypHds0waGD4cf/AB++lO4804YNQr27fPKzJ+f6GhFKoXVq1ezZs2agp+XL19OmzZtYrpHUlISt956K/n5+Xz88cdxiSvhLZpmdikQGgzQ1D8OMLMX/fc7nHO/LlSnNnAF3iSg4tL12Wb2NfAJsAVvHOUgoBvexKCrnXP7CtWZAIwBxgKL/P3TW+NtQXkQ+Gnh9TKBm/C2oHzSzM4FvsRrMR2O12V+bzFxiohUfbt2wfnnQ3Y29OsH06ZBzZonljl6FK65Bt580yv70UcweHBCwhWpLHJycrj55pvZs2cPKSkpnH766Tz33HOMHTuWq6++murVqwPQsGFDpk2bFvU+ZsZ9993Ho48+yvnnn1/muBKeaAK9gGsLnTvNfwFsAH5d6PrVeK2Eb5ZgEtDjeHuOnwPUB/LxusafBiY459YVruCcO2xmI4B78JY+uh3Yh7f95P3OuVUR6qw1s97Ag8Ao4EJgG/Ak8IBzblcxcYqIVG0HDsCYMfD55974yw8/PDnJBEhJgVdegaQkeP11r4Vz0iQYOvTksiICwNlnn838CD0A0ZYiGj9+fMH7F1988YRrl19+OZdffnlc4kp4oumcGw+Mj7HOX4C/lLBs0dOrotc7hLd95P0x1NkEXF+a54mIVGlHjsDYsbBgAbRuDVOmQIMG0cunpMDLL0Nyspd0XnCBl5hq+SCRSqUyj9EUEZHKID8frr0WJk+GRo1g6lRoGW0X4DDJyfCPf8B113kz1C+8ED79NPBwRSR+lGiKiEiw7r/fG29Zq5Y33rJjDLvxJifD88/Dj3/sLXv03/8dXJwiEndKNEVEJDjbtoG/nzL//jecfXbs90hKgj/9yUtUp0zRTHSRSkSJpoiIBOfRRyE311u+6NxzS3+fBg3gllu892GTGESkYlOiKSIiwdi2DZ71lyX+/e/Lfr877vBaNadOhXnzyn4/EQmcEk0REQlGeGtmr15lv1/9+nDrrd57tWqKnGDPnj0888wziQ7jJEo0RUQk/uLdmhly++1Qu7a30PvcufG7r0glFy3RPHbsWAKiOU6JpoiIxF+8WzND1KopEtE999zD2rVr6dWrF3369GH48OFcddVVdO/enezsbLp161ZQ9vHHHy9YsH3t2rWMGjWKs88+myFDhvDVV1/FNa6EL9guIiJVTFCtmSG33w5PPAHTp8OcOTBkSPyfIVIG9oAFcl93v4t67eGHH+bzzz9n+fLlZGVlMXr0aD7//HPatWtHdnZ21Ho33HADzz77LB06dGDRokXcdNNNzJgxI24xK9EUEZH4Cqo1M6RePbjtNnjwQa9Vc/r0+D9DpJLr27cv7dq1K7JMTk4O8+fPZ9y4cQXnDh8+HNc4lGiKiEj8BN2aGRJq1ZwxA2bP1j7oUqEU1fJYXmrUqFHwPiUlhfz8/IKfc3NzAcjPz6du3bosX748sDg0RlNEROIn6NbMkLp1vVZN0FhNEaBWrVrs378/4rUmTZqwfft2du7cyeHDh/nggw8AqF27Nu3ateOdd94BwDnHihUr4hqXEk0REYmP8mrNDLntNqhTB2bOhM8+C/55IhVYgwYNGDRoEN26deOuu+464Vpqaiq///3v6devH2PGjOGMM84ouPbaa6/x/PPP07NnT7p27cp7770X17jUdS4iIvHxt795rZmXXhpsa2ZI3bpwxRXw3HPwxhvQvXvwzxSpwF5//fWo12655RZuCe2uFaZdu3ZMnjw5sJjUoikiImXnHLz8svf+F78ov+dedZV3fOMNLwYRqVCUaIqISNktXAhr10KzZmXb0zxWQ4ZAixaQne3FEEXesTz+MPsPdHyqI7M3zC6/+EROcUo0RUSk7F55xTtedRUkJ5ffc5OSvO5z8Fo1I1i6dSm9/9ab3838HWt2reH91e+XX3wipzglmiIiUjZHjsBbb3nvr7mm/J//ox95x7ffhqNHC04fyjvEb6b+hr5/78vK71aSlpwGwNacreUfo5wSXBUfvlGaz6dEU0REymbSJNi1y5uM07Nn+T//7LOhQwf47jvIygIgKzuLHs/24NH5jwJwR/87eGuslwxv27+t/GOUKi89PZ2dO3dW2WTTOcfOnTtJT0+PqZ5mnYuISNmEus0T0ZoJYOa1aj74ILP/9Uf+sO1Rpq6bCkDXRl15/uLn6deyH19s/wKArfvVoinx17JlSzZv3sz333+f6FACk56eTsuWLWOqo0RTRERKb/du+OADL9kLzQAvZ845pmS24qFNMKfJJFgHNavV5K6Bd3HP4HuollwNgGa1mgGwLUctmhJ/qampxW75eCpSoikiIqX39tveGM0RI7zZ3+Vs3sZ53PbxbSzZugTaQN1DcGvbK7jl2meoX73+CWXrpdcjLTmNfYf3ceDIAWpUqxHlriISLxqjKSIipZfAbvMDRw4w5o0xLNm6hEYZjXg45QI2/AnGz3QnJZkAZqZWTZFypkRTRERKZ906mDcPMjLgssvK/fFvffEWe3L30Lt5b7Jvy+Y31zxL7cPA++9DTk7EOs1rNQc0TlOkvCjRFBGR0nn1Ve/4gx9AzZrl/vi/Lv0rAL/q8ysyUjOgdWsYPBgOHYIo+zU3q+m1aCrRFCkfSjRFRCR2ziW023zZtmUs3rKYuul1+WHXHx6/EFpTM8ri7aEWTS1xJFI+lGiKiEjsFi2Cb76Bpk3Ld8tJX6g189qe11I9tfrxC+PGeTsTffwx7Nx5Uj21aIqULyWaIiISu/AtJ1PKdwGT/Yf389pnrwFw49k3nnixUSM47zxvh6CJE0+qW9CiqclAIuUi4YmmmY01s6fMbI6Z7TMzZ2avRinb1r8e7fVmEc+51swWm1mOme01sywzG1NE+epm9oCZrTazXDPbbmZvm1nnIuq0NLMXzGyrmR02s2wz+5OZ1YvttyIiUoEleMvJ1z57jZwjOQxtM5TOjSL8lRzqPg/FGCY061wtmiLloyKso3kf0BPIATYDZ5Sgzgrg3QjnP49U2MweB+707/83oBpwJfC+md3snPtzofJpwFRgELAEeAJoBYwDRpvZOc65RYXqtAfmA42B94CvgL7ArcAoMxvknDu5H0dEpLKZPdvrlu7cudy3nHTO8eySZwH4+dk/j1zo4ou97vM5c2D/fqhVq+CSWjRFyldFSDRvx0sAvwGGATNLUGe5c258SW5uZgPxksy1QB/n3G7//GPAUuBxM/vAOZcdVu0OvCRzInCFcy7fr/MWXoL7gpl1D533PYOXZN7inHsq7PkT/M/4EBDlb0URkUrk/fe94yWXeDsClaPFWxaz4rsVNMxoyGWdoyypVLcu9O/vLb00Y4YXp09jNEXKV8K7zp1zM51za1xwu9CHkruHQkmm/9xs4GkgDbg+dN7MLKzO3eHJpHPuPWAO0AUvKQ7VOQ0YCYTuGe5+4ABwjZlpGwoRqdycO55oXnxxII/Yun8recfyIl57dqnXmnl9r+tJS0mLfpNRo7zj5MknnK5fvT7VkqsV7A4kIsFKeKJZSs3N7EYz+61/7FFE2XP84+QI1z4qVAagPdAa+No5t76EdULvpxRq5cQ5tx+YB2QA/YuIU0Sk4lu1Ctav9ybd9O0b99sv3bqUFhNa0PPZnizafMIIJXYf2s1bn3vjLm84+4aibxSeaIa1Y5hZQaumus9FgldZE83zgGfxuqOfBVaY2Uwzax1eyG9BbAHkOOci/Y2yxj92DDvXyT9+HeXZ8aojIlL5hFozR4/2xkHG2ZS1UwD4cseXDHxhIL+Z+htyj+YC8MrKVzh09BAjThvB6fVPL/pGZ50FDRtCdjZ8feJfzVpLU6T8VIQxmrE4CPwP3jjJdf65HsB4YDgw3cx6OedC/SF1/OPeKPcLna8bdq686pzAzG4AbgBo0qQJWVlZ0YrGRU5OTuDPkODpe6waKtP3eOarr1IH+LxdO3YEEPNHX3idRt1rd+eLfV/w6PxHeWv5W9zd6W4mrJ4AwOD0wSX6fXXu1Ysm06ax5qmn2DJ2bMH51NxUAKYumsqx9cfiFntl+h4lOn2P8VWpEk3n3Hbg94VOzzazkcBcoB/w//Bmicd06xjKhka+x7WOc+454DmA3r17u8zMzBhuH7usrCyCfoYET99j1VBpvsft272u82rV6HbHHYFsO7l+mTdi6a0fe/uYX//e9azeuZpfLvslAE1rNuW3l/2W1OTU4m+2eTNMm0aHtWvpEPb77XGwB7N3zKZ+6/pk9s+MWj1WleZ7lCLpe4yvytp1fgLn3FHg7/6PQ8MuhVoS6xBZpJbI4urUjlMdEZHKZdIkb7zjOecEkmR+m/Mtm/dtpla1WnRq2IkBrQaw7MZl3DXwLpLM+9/VT3v9tGRJJsDIkd4xK8vb/9wX6jrXzHOR4FWJRNP3vX8smNntd6FvAWqaWbMIdTr4x/ABPKv9Y7TxlPGqIyJSuYTGZ150USC3/2TLJwD0bt67ILGsnlqdR897lAX/tYA/DP8Dvx3y25LfsHFjOPtsyM311v70hRZt12QgkeBVpUQzNKN7XaHzM/zjqAh1LihUBrz1NjcCHc2sXQnrhNb+HGlmJ/xOzawW3pqch4CFUaMXEanIcnO9/cMBxkTdVK1MPtnqJZp9mvc56VrfFn25d+i91KgW4ypxEZY5UoumSPmpVImmmfUzs2oRzp+Dtyg6QOHtK5/1j/eGbwVpZm2BXwKHgX+EzvvreYbqPBqeOJrZJcAQYBUwK6zOWmAKELpnuAfwWllfDpukJCJSuWRlwYED3k5ArVsXW7w0Fm9ZDECfFicnmqUWIdEsWN5Is85FApfwyUBmdilwqf9jU/84wMxe9N/vcM792n//CNDVzLLwdhMCb9Z5aB3L3znn5off3zk339+d5w5gpZlNxNuC8gqgPnBzoV2BACYAY4CxwCIzm463tuY4vJnvPy28XiZwE94WlE+a2bnAl3iTk4bjdZnfW6JfiIhIRRRwt7lzrsgWzVLr3x/q1IGvvvKWOmrbVi2aIuWoIrRo9gKu9V/n++dOCzs3NqzsK8AioA/wM7zkrgPwNjDUOfeHSA9wzt0JXAd8i7eE0E+AL4CLCu9z7pc/DIwAHsRbkuh2vLU738XbxnJRhDprgd7Ai3gJ5p14i78/CQzQPuciUmmVw25A6/esZ9ehXTTKaETrOnFsMU1JgREjvPd+139od6C9h/dyMO9g/J4lIidJeIumv2f5+BKWfR54vpTPeQl4KYbyh/C2j7w/hjqbCNvOUkSkSli5EjZtgqZNvck1AQhNBOrTog8W7/3TR42Cf/7T6z6/8caC3YE27N3Atv3baF+/fXyfJyIFKkKLpoiIVGSh1swxYyApmP9tBNJtHnK+31k2fTocOQJo5rlIeVGiKSIiRfvPf7xjQOMzIeBEs1Ur6NoV9u+HBQsAzTwXKS9KNEVEJLpt2+CTTyA9/fhYxzg7ln+MpVuXAnGecR6u0OxzzTwXKR9KNEVEJLoPP/SOI0ZARkYgj/hqx1ccyDtAmzptaFyjcSDPKOg+9xNNtWiKlA8lmiIiEl3AyxpBQOtnFjZkCFSvDsuXw7Ztx1s0NUZTJFBKNEVEJLIjR2CGvwnahRcG9phAx2eGpKfD8OHe+48/VoumSDlRoikiIpEtXAg5OdClC7RsGdhjyiXRBBg50jvOmKFZ5yLlRImmiIhENmWKdwwlaAE4fPQwK75dgWGc3TyYNToLZGZ6x1mzaO53natFUyRYSjRFRCSyqVO943nnBfaIld+tJC8/j04NO1E7rXZgzwGge3eoVw82bqTBd/tJTUplT+4eDuUdCva5IqcwJZoiInKyXbu8ZY1SU2HYsMAeU27d5uAtNu9/Fps1S93nIuVAiaaIiJxsxgxvj/PBg6FGjcAeU66JJhxPmmfN0lqaIuVAiaaIiJzMH5+54txuvLj8RfJdfiCPCd/jvFyExmlmZWnmuUg5UKIpIiIncg6mTCEvCS5KeZvr37ue+2bcF/fH7D+8n1XfryIlKYVeTXvF/f4Rde8OdevChg00c15LrRJNkeAo0RQRkRN98w1s2MDEvjXZlPsdAP879395YdkLcX3Mp9s+xeHo3rg76Snpcb13VMnJMHQoAM2/OwhojKZIkJRoiojIiaZMwQEThqUCcH57b/vGGz+4kenrpket9v2B73li4RNs2belRI8Jjc/s26Jv2eKNld993uwbL4lWi6ZIcJRoiojIiaZMYV5rWFJ9Nw0zGvLvK/7NXQPv4mj+US5/+3JWfb/qhOLOOV5Z8Qqdn+7MbR/fxv1Z95foMeU+ESjEnxDUfNk3gFo0RYKkRFNERI7Ly4OZM5kwwPvxF71/QfXU6jw84mEu73w5ew/vZfTro/kux2sNXL97Pee/ej4/efcn7Dy0E4AFmxeU6FHlPhEopGdPqFNHLZoi5UCJpoiIHLdoEWtT9vPuGVAtuRo39bkJgCRL4uUfvEzfFn3J3pPNxW9ezP/N/z+6/aUbU9dNpV56PZ4b8xypSal8+f2X7D+8v8jHfH/ge9bvWU9GagZdGnUpj092XHIyDBlCcz9ELW8kEhwlmiIictzUqTzRH5zB1d2vpmnNpgWXMlIz+M+V/6FNnTYs3rKYX0/9NQfzDnJltyv58pdf8rOzf0bPpj1xOJZuW1rkY0Ktnn2a9yElKSXQjxRRZiYNDkGqS2J37m7tDiQSECWaIiJSYPeMSbxwpvf+9v63n3S9Sc0mTLp6Eg0zGtKqdis++NEHvHH5GzSp2QSAvs29iT2Ltywu8jnzN80HYGCrgXGMPgbDhpHkoOlBA+DbnG8TE4dIFZeAf0aKiEiFtHs3f2MpB6rBeW3OoXuT7hGLdWnUhQ23bSAtOY3kpOQTrvVp0QeWFJ9ohlo0B7QcEJ/YY9WrF9SuTfPd+9hUwxun2a5eu8TEIlKFqUVTREQAyJsxlSf7OgDuGHxXkWUzUjNOSjLh+FJFoRnlEZ9zLK9gItCAVglKNFNSYMgQmoXGaWrmuUgglGiKiAgAE+c8x5ba0IXGBWtnxqpTg07UrFaTjXs3FsxML2zFdys4dPQQHep3oGFGw7KEXDbDhhVMCNLMc5FgKNEUERGcc0w4NheA27r9F2ZWqvskJyXTu3lvIHqr5oJNfrd5olozQzIzaZbjvdXMc5FgKNEUERHmLnyLJQ0P0/Cg8ePRvy3TvUILsEcbpxkanzmwZYImAoWceSbN87ytL7du/yaxsYhUUUo0RUSEd+b8FYCfHehE9fSaZbpXceM0QzPOE96imZJCszbdANi25avExiJSRSnRFBERFu5cAcCITheU+V6hRHPxlsU45064tm3/Njbs3UCtarXo2qhrmZ9VVs17DgJg696S7c8uIrFRoikicoo7dPgAy9J2Yw76nHdtme/XqnYrGtdozK5Du1i3e90J10Ld5v1a9os4a728NRvoTXralr83wZGIVE0JTzTNbKyZPWVmc8xsn5k5M3s1StkOZvYbM5thZpvM7IiZfWdm75nZ8Ch1rvPvGe318yj1qpvZA2a22sxyzWy7mb1tZp2L+CwtzewFM9tqZofNLNvM/mRm9Ur32xERCd6yue9wNBm67U6lVqceZb6fmUXtPi/oNk/U+pmFNOx/DinHYFdaPrkb1xVfQURikvBEE7gP+BXQCyiu7+J/gIeBJsAk4P+AecBoYIaZ3VJE3feAByK8lhQuaGZpwFTg98A+4AlgGvADYImZ9YtQpz2wFLgeWAz8EVgH3AosMLMGxXw2EZGEWLj4XwD0T20HpZxtXli0CUEFE4EStSNQIUnV0mh6NA2Ab2dPSnA0IlVPRdgZ6HZgM/ANMAyYWUTZycAjzrll4SfNbBheYviYmb3jnIu0TsW7zrkXSxjTHcAgYCJwhXMu33/OW8C7wAtm1j103vcM0Bi4xTn3VFhsE/zP+BAQsfVURCSRFm77BBpA/9OGxu2ekVo0Dx89zNKt3h7o/Vqc9O/1hGmX1pTNbODLZVNo++NfJTockSol4S2azrmZzrk1rvCI8chlXyycZPrnZwFZQDWgTP9MNm/xuFBCeHd4Mumcew+YA3TBS4pDdU4DRgLZwNOFbnk/cAC4xsxqlCU2EZG4y8tjYaq3sHr/YVfH7bahFs2lW5dyNP8oAMu+XcbhY4fp3LAz9apXnBFF/Vv2B2DB1qK3zRSR2CU80YyjPP94NMr1XmZ2m5ndY2bXmFnLKOXaA62Br51z6yNc/8g/nhN2LvR+SqFWTpxz+/G69zOA/sV9CBGR8rRlziQ21XbUPpLEGV3i16LZIKMBp9U7jUNHD7Hq+1XA8YXaK0q3eciAsy8FYH6172CvJgWJxFOVSDTNrA1wLnAQmB2l2K144yb/F3gZyDazZ80svVC5Tv7x6yj3WeMfO5axjohIwi2a9yYA/WhOksX3fwnhyxzB8fGZFWUiUMiA0zMBWNQCji2Yl9hgRKqYijBGs0z8iTuvAWl4Xd27CxVZD9wMTMEbC1oHGIyXcN4I1AauCitfxz9G+2dt6HzdMtYp/DluAG4AaNKkCV98YIUAACAASURBVFlZWdGKxkVOTk7gz5Dg6XusGhL5PWatngEd4LRqp8U9hnoHve7xd5e8y+n7TmfmN94Q/ORtyRXuv9vWR2qwMe0AH098hoz0jFLdQ38eqwZ9j/FVqRNNM0sGXsGbuPMW8HjhMv74zVlhpw4C75jZQmAF8CMze8Q5t6Kkjw3dOpZQi6vjnHsOeA6gd+/eLjMzM4bbxy4rK4ugnyHB0/dYNSTsezx0iN+/8j0Al1x0E5lnxTeGlI0p/GXdX9jittD+zPbsmLWDuul1+cmFP4l762lZDV3Zm1d3z2LDoa/5RSm/C/15rBr0PcZXxfqTHgM/yXwVGAe8Dfy4JBOKQpxzm/CWSAIIH5gUan2sQ2S1C5UrbR0RkYTKmzOLJc28vzb7njEi7vc/s+mZJFkSn333GdPXTwe8iTcVLckEGNj9QgDmH1kHR44kOBqRqqPi/WkvATNLAd4ArgReB65yzkWbBFSU7/1j+Gzw1f4x2njKDv4xfDxmaeqIiCTUZ7Pe5lAqdMyvR4OM+C/1W6NaDbo17sYxd4xnPnkGqHjjM0MGdvZ2CJrf/Bh8+mmCoxGpOipdomlm1fDWtxyHN6nnGufcsVLeLrSQW/h2EGuBjUBHM2sXoU5oI+AZYedCa3+ONDvxn+pmVguva/8QsLCUcYqIxN3CNd5fXf0bnRXYM/o2P3E9zYo24zykW+Nu1MxPZV39ohdu33d4H2989gYH8w6WY3QilVelSjT9iT//Bi4BngeuL7ycUIQ6QyKcMzP7b2AAsANvIXgA/O73Z/0fHw1PHM3sEmAIsIqwcZ/OubV4k43aAr8s9LgH8FpMX3bOHSjRBxURCdrevSw4lg1A/15jAntMnxZ9Ct4bx7emrGiSk5Lpn+F1Si34YnLUchNXTeSqf13F5W9fXl6hiVRqCZ8MZGaXApf6Pzb1jwPM7EX//Q7n3K/9988CF+Ilh1uA39vJ26VlOeeywn6ebWZfA5/4dergtTB2w5sYdLVzbl+he0wAxgBjgUVmNh1vbc1xfp2fRkhwbwLmA0+a2bnAl3gtpsPxuszvLfaXISJSXmbPZmEL723/9sOKLlsG4Yll9ybdqZ1Wu4jSiTWww3CmffYF8/d8xg+ci7gd5ysrXwHg8s5KNEVKIuGJJt4e59cWOnea/wLYAIQSzVBXdkO8fcijyQp7/zjQF29R9fpAPl7X+NPABOfcusKVnXOHzWwEcA/e0ke34+15/i5wv3NuVYQ6a82sN/AgMAovId4GPAk84JzbVUS8IiLlasfMD/mmAVR3KXRv0j2w53Rt1JX0lHRyj+ZW2PGZIQO7j4bP/sz8hrmwejWcccYJ1zfu3UhWdhZpyWmM7TI2QVGKVC4lTjTN7AW8/cL/U0SZMcBlzrmflvS+zrnxwPgSls0s6X3D6twVax2/3iG87SPvj6HOJuD60jxPRKQ8Lfp8MgyCPnW7kJIUXJtDanIqZzU7i/mb5lf4RLNfK2/ztiXN4fCcmaQVSjRfW/kaAJeccQl106MuiywiYWIZo3kdXutjUXpycuukiIhUJNu3s/DoBgD6n3Fe4I97ZMQj3Nz3Zq7odkXgzyqLuul16ZrUlCMp8OmS90+45pwr6Da/psc1iQhPpFKK92SgNKC0M8BFRKQ8zJzJwpbe2/5tBgX+uMGtB/PkBU+SnlJ4x9+KZ6Df6jp/66ITzn+67VO+3PEljTIacX778xMRmkilFGuiGXVBdH9G+FDg2zJFJCIigTo2YxqL/ESzX8t+RRc+xQzsMRqA+Rm7YOvWgvOh1swru11JanJqQmITqYyKTDTNbF3o5Z+6Pfxc2GsDsBtv6Z/3o99RREQS7aulH7M/DVqnN6V5reaJDqdCGdjWWxFvfitwc+cCcDT/KG98/gagbnORWBXXopmEt0+34bVmWpRXHvAZ8AhQqsk3IiJSDjZuZGH+JgD6tztpmeFTXof6HWhABt/WguwF3sLtU9ZOYfuB7XRq0InezXsnOEKRyqXIqYbOubah92aWD/zROfdg0EGJiEhAZsw4Pj6zVcWeBZ4IZsbA+j15f9cC5q+dRTs4YRJQhLWbRaQIsYzRHA68FFQgIiJSDsITzZb9ExtLBTWw6ygAFhzLZt+OLbz71bsAXN3j6kSGJVIplTjRdM7Ncs5tCDIYEREJkHPsmzONLxpDtSRvfUs52cD2mYA3TvOfkyeQezSXYW2G0bZu24TGJVIZxbxKr7/7TV+gHpAcoYhzzv1PWQMTEZE4W7OGRUnbcAa9mp5JWkpaoiOqkHo3702KS2JFk3ye/eZNME0CEimtWHYGqg38C68LvahBKg5QoikiUtHMmMHc1t7bwa0HJzaWCiwjNYNeGe1Ycmgti9lKekq6tpwUKaVYWjQfw9svfA7wD2ATcDSIoEREJABKNEts4OnDWfLZWgAu7jCGOul1EhyRSOUUS6J5CfApMNw5lx9QPCIiEoT8fPKyprPwZ96Pg1oHvyNQZTaw4wie/OzvAFyTodn5IqUVy6zzOsBMJZkiIpXQZ5+xPHUXB6tBxwYdaVyjcaIjqtAGtx5Mqkui2X44f7V2VhYprVgSzTVAk6ACERGRAIV3m7dSt3lxWtRuwaym9zDzRUidvzDR4YhUWrEkmk8DF5lZi6CCERGRgGh8ZswGnHsdnXYCc+eCc4kOR6RSiiXR/AiYAswzs+vNrIeZtY70CihWEREpjaNHcbOylGjG6vTToXFj2L4dvvkm0dGIVEqxTAbK5vh+538vopyL8b4iIhKkpUv5JjWH7TWhcY3GnF7/9ERHVDmYwaBB8O9/e62aHTokOiKRSieWhPBlvCRSREQqk0Ld5tqvOwaDBx9PNK+/PtHRiFQ6JU40nXPXBRiHiIgERROBSm+w//uaOzexcYhUUrGM0RQRkcomNxfmztX4zNI680yoXh2+/hq+/z7R0YhUOko0RUSqsoUL+S45l68b+lsrNu2V6Igql9RU6N/fez9vXmJjEamEYtnr/IUSFnXOuf8qZTwiIhJPM2Ywz2/N7N+yP6nJqYmNpzIaPBhmzvS6zy+9NNHRiFQqsUwGuq6Y66EZ6Q5QoikiUhFofGbZDfK369Q4TZGYxZJototyvi7QB/gdMB+4p6xBiYhIHOTkwKJFzPUnS2t8ZikNGABJSbB0KRw8CBkZiY5IpNIo8RhN59yGKK8Vzrm/A4OBUcCIwKIVEZGSmzuXA3aUT5tBsiXTv2X/REdUOdWuDT16wNGjsHhxoqMRqVTiNhnIObcJeB+4NV73FBGRMpgxg0Ut4VgS9Grai1pptRIdUeUVWuZIE4JEYhLvWeffAdo6QUSkIpg+XcsaxYvW0xQplbglmmaWDJwD7I3XPUVEpJR27oRly5jbxtsFSIlmGYUmBM2fD8eOJTYWkUqkxImmmQ2N8jrHzK4FpgO9gPdiCcDMxprZU2Y2x8z2mZkzs1eLqTPQzCaZ2S4zO2hmK83sNj/ZjVbnWjNbbGY5ZrbXzLLMbEwR5aub2QNmttrMcs1su5m9bWadi6jT0sxeMLOtZnbYzLLN7E9mVq9kvw0RkTiZOZOj5ljQ2vtrflCrQQkOqJJr2RLatIF9++DzzxMdjUilEcus8yyK3uvcgNnAXTHGcB/QE8gBNgNnFFXYzC4B/gnkAm8Bu4CLgD8Cg4BxEeo8Dtzp3/9vQDXgSuB9M7vZOffnQuXTgKn+/ZYATwCt/HuPNrNznHOLCtVpjzfrvjFesv0V0BdvzOooMxvknNtZsl+JiEgZTZvGyiaQk3KM9vXa06xWs0RHVPkNHgwbNnjd5z17JjoakUohlkTzQSInmvnAbmCxc6400/Fux0sAvwGGATOjFTSz2niJ4jEg0zm3xD//O2AGMNbMrnTOvRlWZyBekrkW6OOc2+2ffwxYCjxuZh8457LDHnUHXpI5EbjCOZfv13kLeBd4wcy6h877nsFLMm9xzj0V9vwJ/md8CPh5jL8bEZHSmTZN4zPjbfBgeO01L9H85S8THY1IpVDiRNM5Nz6IAJxzBYmlmRVXfCzQCHg5lGT698g1s/vwuu9/AbwZVieU3D0USjL9Otlm9jTe+p/XA/f7MVhYnbvDk0nn3HtmNgcYQlhSbGanASOBbODpQjHfD9wAXGNmdzrnDhT3IUVEymT9eli7lrn9UoE8JZrxoglBIjGrbHudn+MfJ0e4Nhs4CAz0u75LUuejQmUA2gOtga+dc+tLWCf0fkqhVk6cc/uBeUAGoEXsRCR406bhgDntND4zrrp0gbp1YfNm2Lgx0dGIVAoxJ5pmlmFmPzaz/zOz581sgv9zjSACLKSTf/y68AXn3FFgPV4r7Wl+rDWAFkCOc25bhPut8Y8dS/KMONcREQnGtGl83hi+TT1Ms5rNOKNhkUPfpaSSkmDgQO+9WjVFSiSWMZqY2YXAS0B9vMk/IQ74o5ld75z7II7xFVbHP0ZbQil0vm4py5dnnROY2Q14Xew0adKErKysaEXjIicnJ/BnSPD0PVYNcf0e8/MZNHkyU7p6P/ao0YNZs2bF595C6+bNOQ3Y8tZbrGne/IRr+vNYNeh7jK8SJ5pmdhbwLyAZeA1v8s02oBle1/GPgIn+7OqlAcRaojD9Y1Gz4yOJpXxpnlFsHefcc8BzAL1793aZmZkx3D52WVlZBP0MCZ6+x6ohrt/jsmWwbx9TuqYDufxk0E/I7B6newukpsLf/06LtWtpUeg705/HqkHfY3zF0qJ5L16iNMQ5t7DQtRf9iTVZwG+By+MT3klCLYN1olyvXahcceUjtUTG+ozS1hERib9p0ziUArOb5wEw4rQRCQ6oiundG9LT4YsvYMcOaNgw0RGJVGixjNEcArwTIckEwF9XcqJfLiir/eNJYx3NLAVoBxwF1vkxHQC2ADXNLNIicqHtMsPHVkZ9RpzriIjEn7+sUW7SMc5seiaNazROdERVS1oa9PfndWqcpkixYkk06wCbiimzkeOtd0GY4R9HRbg2FG9m93zn3OES1rmgUBnw1tvcCHQ0s3YlrBNaommkmZ3wOzWzWnhrch4CIibpIiJxkZsLc+Ywpb3348j2IxMbT1U1dKh3nD07sXGIVAKxJJpb8Xa6KUpvvHGbQZkI7ACuNLPeoZNmlg78wf/xL4XqPOsf7w3fCtLM2gK/BA4D/widd865sDqPhieO/q5EQ4BVwKywOmuBKUDonuEeAGrgrf2pNTRFJDgLFsChQ0zplg4o0QyMEk2REotljOYk4Odmdg/wmHPuWOiCn4zdDozgeJJWImZ2KXCp/2NT/zjAzF703+9wzv0awDm3z8x+hpdwZpnZm3hbUF6Mt8TQRLxtKQs45+b7u/PcAaw0s4l4W1BegTd7/uZCuwIBTADG4C0Qv8jMpuOtrTkOb63OnxZeLxO4CW8LyifN7FzgS6AfMByvy/zeWH4vIiIxmzaNbTVhZZ1cqqdU1/qZQenfH1JSvIlXe/dCnWjD80UklkTzf/ASwoeAG/0dcrbhJYeD8VrzvuV4y2JJ9QKuLXTuNP8FsAH4deiCc+5dMxuGl7hdDqTjbV95B/Ck3yJ5AufcnWa2EvgV3hJC+cCneAnzScsxOecOm9kI4B7gKrwkeh/e9pP3O+dWRaiz1m9lfRCvm/5CvN/Pk8ADzrldJft1iIiU0tSpTPP/5sxsm0laSlrR5aV0atTwJgUtXAjz58MFFxRfR+QUFcsWlN+a2SDgr8B5QJtCRaYCP4+yMHpR9x0PjI+xzjy8RC6WOi/hrQFa0vKH8LaPvD+GOpvwtrMUESlfu3fDkiVMucwAp27zoA0d6iWas2cr0RQpQkw7Aznnsp1z5wOt8Lqrr/GPrZxz50fZslFERII2cyb5OKZ29NoPlGgGTOM0RUokpp2BQpxzW/CWDRIRkYpg2jQ+awzfpeXRolYLOjfsnOiIqrZBg8AMPvkEDh6EjIxERyRSIZW4RdPMGpnZUH+5nkjXa/vXtXqtiEh5mzatYFmj89qfh5kVXV7Kpm5d6NkT8vJg0aJERyNSYcXSdX4f8AHeRJpIjgHvA/9d1qBERCQGGzbAmjVM6eR3m5+mbvNyoe5zkWLFkmieB0yJthakf34KcH48AhMRkRKaPp2DqTCnldcOoG0ny4kSTZFixZJotsLbNaco6/xyIiJSXqZMYU5rOJyUz1nNzqJRjUaJjujUEEo0FyyAI0cSG4tIBRVLounwFjovSjUgufThiIhITI4dgylTjm87qW7z8tOoEXTuDIcOwdKliY5GpEKKJdFcTRHd4uaNPD8fb/F0EREpD598Art3M6Wz1w6gZY3KmbrPRYoUS6I5ETjDzP5sZtXDL/g//xlvG8i3IlUWEZEATJ7M1lrweb0jZKRmMLDVwERHdGpRoilSpFgSzSeBlcAvgDVm9rqZPWZmrwNr/PMrgT/FP0wREYlo8mSmatvJxBkyxDvOnesNYxCRE5Q40fS3ZMzEa7FsClwJ3OkfmwKvA8P9ciIiErSdO2HxYqaf7v1Vft5p5yU4oFNQq1bQrh3s20fNdesSHY1IhRPTzkDOuT3AVWZ2K9AHqAvsARY753YEEJ+IiEQzdSo4x7zT04FDDG0zNNERnZqGDoX166mzYkWiIxGpcEq7BeX3wKQ4xyIiIrGYPJlva8K66oeokVqDHk16JDqiU9PQofDSS9RduTLRkYhUOLGM0RQRkYoiPx8mT2aev3LxgFYDSEkqVduBlJU/IajOypXgXIKDEalYlGiKiFRGK1bAd98xr0tNAAa1GpTggE5h7dtDs2ZU27sXVq1KdDQiFYoSTRGRymjyZADmdfJWm1OimUBmMGyY9z4rK6GhiFQ0SjRFRCqjyZM5mAqfVttFkiXRv2X/REd0ajvnHO84Y0Zi4xCpYJRoiohUNnv3wvz5fNIyiaMco0eTHtRKq5XoqE5t557rHWfO1HqaImGUaIqIVDYzZsDRo8wb5M0EUrd5BdCuHblNmsDu3bB8eaKjEakwSpxomtkLZnZxMWXGmNkLZQ9LRESiCo3P7ODtAqREswIwY/dZZ3nv1X0uUiCWFs3rgF7FlOkJXFvqaEREpGjOweTJ5BvMT9kGwKDWSjQrgoJEc/r0xAYiUoHEu+s8DdDgFBGRoHz1FWzcyJcd67Mnbz8ta7ekdZ3WiY5KgD2hRHPOHDhyJLHBiFQQsSaaUVeiNbM0YCjwbZkiEhGR6D76CIB553YA1G1ekRypXx+6dIGDB2HRokSHI1IhFJlomtm60Ms/dXv4ubDXBmA3MAR4P+igRUROWaHxme2rAUo0K5zQ7HN1n4sAxbdoJgHmv1zY+8KvPOAz4BHgrqCCFRE5pR04ALNmgRnzbBOg8ZkVjhJNkRMUuTGuc65t6L2Z5QN/dM49GHRQIiISQVYWHDnCdwN7snbfCmqk1qBHkx6JjkrCDRsGSUmwcKH3D4MaNRIdkUhCxTJGczjwUlCBiIhIMf7zHwDmjTwDgP4t+5OSVGR7gZS3unXh7LPh6FFvUpDIKa7EiaZzbpZzbkOQwYiISBT5+fC+NwR+XvtUQOMzKyx1n4sUiGXB9vvMLM/MWkS53tzMjpjZPfELL2os15mZK+Z1LKx822LKvlnEs641s8VmlmNme80sy8zGFFG+upk9YGarzSzXzLab2dtm1jnevwcROYUsXQrbtkGrVszLXQNofGaFpX3PRQrE0udyEZDlnNsS6aJzbquZzQQuAR6OR3BFWA48EOXaEOAc4KMI11YA70Y4/3mkG5nZ48CdwGbgb0A14ErgfTO72Tn350Ll04CpwCBgCfAE0AoYB4w2s3Occ1rzQkRi53ebH7r4Qj7d9gJJlkT/lv0THJRENGgQVKsGy5bBrl1Qv36iIxJJmFgSzdOBV4spswr4cenDKRnn3HK8ZPMkZrbAf/tchMvLnXPjS/IMMxuIl2SuBfo453b75x8DlgKPm9kHzrnssGp34CWZE4ErnHP5fp238BLcF8yse+i8iEiJ+YnmJ5kdyPsij55NelI7rXaCg5KIMjJg4EBv8tbMmXD55YmOSCRhYpkMlAEcLKZMLlCr9OGUjZl1A/oDW4APy3i7n/vHh0JJJoCfWD6NtwvS9WHPtrA6d4cnk86594A5QBdgWBnjEpFTTXY2rFwJtWoxr6H317DGZ1Zw6j4XAWJLNDfhJXFFCSV5iXKjf3zeORdpK8zmZnajmf3WPxa1Loj/twSTI1z7qFAZgPZAa+Br59z6EtYRESmePwmIUaOYt9UbfaPxmRWcJgSJALElmpOBoWZ2RaSLZnYlXmtdpLGRgTOz6njd9vnA36MUOw94FnjIP64ws5lmdsJGwWZWA2gB5DjntkW4zxr/2DHsXCf/+HWUZ0eqIyJSPL/bPP+iMczfNB9Qi2aF16cP1KwJq1fDlkS2v4gkVixjNB8BrgZe95PNyXitly2AC4CLgV0EPxEomh8CdYEPnXObCl07CPwP3jjJ0HaaPYDxeOuDTjezXs65A/61Ov5xb5Rnhc7XDTtXmjoFzOwG4AaAJk2akJWVFeU28ZGTkxP4MyR4+h6rhqK+x+ScHAbNnIklJfFatX3szt1Nw2oNWbdsHestUueJJErh77F7t240WLiQL59+mu9GjkxcYBIT/b0aXyVONJ1zW8zsfOAd4FK82eUhBmQD45xzm+MaYcnd4B//WviCc2478PtCp2eb2UhgLtAP+H94s8Rj4WIoa0XVcc49hz+BqXfv3i4zMzPGUGKTlZVF0M+Q4Ol7rBqK/B7feguOHYNhw9je6jB8Bed1PI/hw4eXa4xSvJO+x3HjYOFCOm/dSmf9Oa009PdqfMW0pYRzbomZdcRb6qg/XuvcHmAh8L5zLi/+IRbPzLoAA/GWIZpU0nrOuaNm9ne8RHMoxxPNUOtjnYgVI7deFlendqFyIiLF87vNufhi3ln1NgCXdb4sgQFJiYWP03QOzIouL1IFxbx3mZ9M/st/VRTFTQIqyvf+sWBDWufcATPbArQws2YRxml28I/h4zFX+8doYzAj1RERiS4vDyZ5/3beeM7ZLHrvTjJSM7iww4UJDkxKpHt3aNwYNm+GL7+ELl0SHZFIuYtlMtAJzKyembWKZzCljCMduAZvEtDzpbhFaCb9ukLnQ2tSjIpQ54JCZcBbb3Mj0NHM2pWwjohIdHPmwJ490Lkz/8pdBsCFHS4kIzUjwYFJiSQlwSj/fyGTStzZJlKlxJRomllNM/s/M/sW2AGsD7vWz8wmmdlZ8Q6yGOOAesCkCJOAgILYqkU4fw5wu/9j4cXon/WP95pZvbA6bYFfAoeBf4TOO+dcWJ1HzSwprM4leDsWrQJmlfSDicgpLqzbfOKqiQCM7Tw2gQFJzC7w2xiUaMopqsRd52ZWB2/iTFe8XXl2AOH7d3+Gl0z9CPg0jjEWJzQJKNJOQCGPAF3NLAtvHCd4s85Da1r+zjk3P7yCc26+mU3A2+1npZlNxNuC8gqgPnBzoV2BACYAY4CxwCIzm463tuY4vJnvP9WuQCJSIs4VJJpbRg5g3pxHSE9JZ3TH0QkOTGIycqTXsjl3LuzbB7W1m5OcWmJp0bwXL8m8zjl3Ft7s8wLOuYN4rXXnxi+8oplZZ2AwxU8CegVYBPQBfgbchDdm8m1gqHPuD5EqOefuBK4DvsVLaH8CfAFcVHifc7/8YWAE8CDeRKnb8dbufBdvG0vtcy4iJfPFF7B+PTRqxL8ysgG44PQLqFmtZmLjktjUrw8DBnjjbbV4u5yCYpkMdBnwsXPu5SLKbMBL5sqFc+5Lji8bVFS55ynd+E2ccy8BL8VQ/hBwv/8SESmdULf5mDFM/Mqbezm2i7rNK6ULLoB587zu8x/8INHRiJSrWFo0WwIriymTQ/TlfUREpKT8RPPbC4YwZ8McqiVXY0zHMQkOSkrlQn+VgI8+8oZEiJxCYkk09wONiynTDm/spoiIlNaWLbBoEaSn869me3A4zm9/PrXTNL6vUurVC5o1877Xzz5LdDQi5SqWRPMTYIyZ1Yp00cyaARfiTRgSEZHSescfAn/hhUxc+z4A47qMS2BAUiZmWuZITlmxJJpPAA2ASf4knAL+z+8A6cCT8QtPROQU9La3A9D2y85n1oZZpCalclGnixIclJRJePe5yCkklr3OPzaz8cB44HMgD8DMduCtY2nAbwovEyQiIjHYuBEWLIDq1Xm3XS753+Qz6vRR1E2vm+jIpCzOOw+Sk71JQXv2QF19n3JqiGnBdufcg3jLF/0H2A0cAxze0kIjnHOPxT1CEZFTyURvYXZGj+Ydv9tci7RXAXXqwKBBcOwYTJ2a6GhEyk3URNPMepjZSZN/nHMznXM/cM41c85Vc841cs5d5JzT1ooiImXld5vvuGwUM9fPJCUphUvOuCTBQUlcqPtcTkFFtWguA34e+sHMZpjZT4IPSUTkFJWd7c02z8jgvXaHOeaOcW67c6lfvX6iI5N4CG1H+dFHkK9N4uTUUFSimQ8kh/2cCbQNMhgRkVNaqNv8oosKZptrkfYqpHt3aNECvv0Wli9PdDQi5aKoRHMz0Ku8AhEROeX53eZ7Lx/NtHXTSLIkLj3j0gQHJXFjpu5zOeUUNev8feBXZvYlsM0/d52ZZRZzT+ecK7f9zkVEqoT16+GTT6BGDaacnsTRVUcZ0noIDTMaJjoyiacLLoC//c1bT/PeexMdjUjgiko07wWqAaOBYXizy9tSfPe59tcSEYlVaJH2iy/mww3erGRtOVkFnXsupKbCwoWwaxfU1/hbqdqidp075/Y7537unGvlnEvGWydzvHMuqZhXcrR7iohIFH63ef64sUxa4+0eM7rD6ERGJEGoXRuGDPEmA02ZkuhoRAIXyzqas4DsgOIQETllpW/ZAkuXQs2afNKzId8f/J42ddrQpVGXRIcmQQjNPv/ww8TGIVIOSpxoOueGO+deDjIYEZFTUeNZs7w3l1zChxumAV63uZklMCoJzEX+dqLvvw9HhT7jyAAAIABJREFUjiQ2FpGAxbQzkIiIxF+jrCzvzQ9/yAdffwCo27xK69QJunWDvXthhvY6kaotpkTTzIaZ2Qdmtt3M8szsWITX0aCCFRGpctasodaaNVC7NlsHdGPZt8uonlKdzLaZiY5MgnT55d7xn/9MbBwiAStxomlmo4FpwIXAQWAhMDvCa078wxQRqaJCs80vuYRJm7zWrRGnjaB6avUEBiWBCyWa//43HFX7jFRdRS1vVNj4/9/efcdHVeX/H399kpAQgnSIq9IRREFXRBQBKRbEXhBZV6zYe1l1Xdey6te1ixQVUQH7ij8LVhRFVGxIUQFBpCNNQg+pc35/nDswxASSMJOZJO/n43Efd+bec+8943GGT04F8oETnHMaKicisrucgxdf9K8HDODdeaMANZtXCx06QNu2MG8eTJ4MffrEO0ciMVGWpvMOwGsKMkVEouT772HOHPLq1yf3qF58ssAPBDqhrQLNKs9se61meOlRkSqoLIHmZiArVhkREal2nn8egFVHH83nv09hS/4WDso8iH3q7BPnjEmFiGw+D4XimxeRGClLoDkR6BqrjIiIVCs5OfDKKwCsPO44jTavjjp1ghYtYOVKmDIl3rkRiYmyBJq3AK3N7HbT5G4iIrvn7bf99DaHHMLmli1571c/ebeWnaxG1Hwu1UBZBgPdCcwC7gYuNLMZwPpi0jnn3EXRyJyISJUVNJtz/vks3bqUBesW0KhWI7rs3SW++ZKK1b8/PPKIn+bo0UchSdNbS9VSlkDz/IjXLYKtOA5QoCkiUpLly+HjjyE1Ff72N75+/3YAjmtzHMlJyXHOnFSoLl1g771h2TI/OOyww+KdI5GoKkug2TJmuRARqU7GjvWDP04+GRo25Ju13wBw4r5qNq92kpLg9NNh6FBfq6lAU6qYsqx1vri0WywzLCJSqTkHo0f71+efz/qc9fy08SeSLZm+bfrGNWsSJ/37+/24cf7/D5EqRJ1BREQq0tdf+0m699wT+vZlwm8TKHSFdGvWjXo168U7dxIP3bpBkyawcCHMmBHv3IhEVaUMNM1skZm5EraVJVxzhJm9b2ZZZpZtZj+a2XVmVmKHKDM7z8y+M7PNZrbBzCaZWYltW2aWbmZ3m9lcM8sJ1oT/n5m1j8bnFpEqIFybOWgQpKRsH22uZvPqKzkZTjvNv9ba51LF7LSPppkVluOezjlXlr6f5bUBeLyY45uLHjCzU4A3gBzgNfzE8ycBjwHdgDOLueZh4EZgGfAMkAoMBMab2dXOuWFF0qcBHwf3mwoMAZoG9z7BzPo4574t1ycVkaohOxtefdW/Pv98CkIF2+bP1LRG1Vz//vD00775/J57/NRHIlXArgLC8vyfXlHfjvXOubt2lcjM6uADxUKgl3NuanD838CnQH8zG+icezXimiPwQeZvwKHOuXXB8YeAH4CHzexd59yiiEfdgA8yxwFnOedCwTWvAW8Bz5lZx/BxEamG3nwTNm3yI433358vF00ia2sWTdOb0r6xGj6qtZ49oUEDmDsXZs+GAw6Id45EomKnTefOuaTybBWV+VLqDzQGXg0HmQDOuRzg9uDt5UWuuSzY3xcOMoNrFgHDgTTggvDxYAL78DU3RwaTzrm3gS+A/YGeUfg8IlJZRQwCAnjrl7cA6NaoW3zyI4mjRg049VT/+uWX45sXkShKtKCwLNLM7Bwzu83MrjWz3iX0t+wT7D8s5txkIBs4Imj6Ls01HxRJA9AaaAbMc84tLOU1IlKdLFkCEydCWhoMHIhzblug2b1h9zhnThLCuef6/dixUFienmsiiacyB5p7Ai8A9+H7an4K/GpmRWsN2wX7eUVv4JwrABbiuxC0AjCzDGBvYLNzbkUxz/012LctzTN2co2IVCejRvmpa049FerX58dVP7J4w2IyMzJpX0fN5gL06AEtW/rJ2z/9NN65EYmKihi0EwvP45ujZwGb8EHiVcAlwAdm1tU5NzNIWzfYbyjhXuHj4XlFypq+vNfswMwuweefzMxMJk2aVFLSqNi8eXPMnyGxp3KsHCwvj67DhpEKTD/8cDZMmsSYRWMAOLTOoWRvyVY5VgHR+D4279mTlgsXsuqBB5hTo0Z0MiZlot/V6KqUgaZz7u4ih34GLjOzzfhBPHcBp5XyduHBS2WdJbcs6Xf5DOfcSGAkQOfOnV2vXr3KmJ2ymTRpErF+hsSeyrGSePFFWLcOOnbk4GuvBTOuf/p6AK7ofQXpy9NVjlVAVL6PLVrA6NFkfvUVmQcfDHXr7vISiS79rkZXZW46L85Twf7IiGPh2sSSvq11iqTbVfriai/L+gwRqU6eeMLvr7kGzFi0fhEzVs6gdmpt+rRU122J0KIF9O4NOTnw2mvxzo3IbqtqgebqYJ8RcWxusP9T/0gzS8Gv4V4ALABwzm0BlgO1zewvxTxj32Af2R+zxGfs5BoRqQ6+/Ra+/x7q14ezzwbgnbnvANCvTT/SUtJ2drVUR8GsBNtmKRCpxKpaoNk12C+IOBbuUX1cMemPBGoBU5xzuaW8pl+RNODn21wCtDWzlqW8RkSqg3Bt5sUXQ61awPZpjU7d79R45UoS2RlnQO3afrnSuXN3nV4kgVW6QNPMDjCzBsUcbw6EV+t5MeLUOOAPYKCZdY5IXxO4N3j7ZJHbhZvg/2Vm9SOuaQFcCeTiByQBfimkiGseNLOkiGtOAXoAs4HPS/UhRaRqWLkSXn8dkpLgiisAWJu9lsmLJ5OSlMLx+x4f5wxKQsrIgAED/OsxY+KbF5HdVOkCTfySjr+b2QdmNsLMHjCzccAvQBvgfeDhcGLn3EbgYiAZmGRmo8zsQWAGvgZ0HH5ZSiKumQI8ip8f80cze8zMhuOXlmwA3FRkVSCC9FPwE8R/a2b/NbOXg/tnAxdqVSCRaubppyE/H04+GZo3B+C9X9+j0BXSu0Vv6tUscSIKqe7CzeeaU1MqucoYaH4GvInvW3k2funHnsCXwHnAic65vMgLnHNvBWkmA2cAVwP5wbUDgxpJilxzI3A+sBI/7dC5+OmUTiq6znmQPhc4GvgPfhqj64Fj8MtPHqp1zkWqmbw8eCpo6Ljmmm2Hw83mp7Q7JR65ksqie3do3RqWL4dPPol3bkTKrdJNb+Sc+5xyNEE7574CytRO5ZwbA5S63cI5txW4M9hEpDobN843nXfoAMFUKVvzt/LRbx8BcHK7k+OYOUl4Zr5W89//9oOC+vaNd45EyqUy1miKiCS+oUP9/uqrfdAAfLLgE7Lzs+m8V2ea1m0ax8xJpXDuuf7/nTffhPXr450bkXJRoCkiEm3ffw/ffAP16sHf/77t8LbR5u002lxKoVkz6NMHcnM1p6ZUWgo0RUSiLVybOXiwH0EMFIYKGT9vPKBpjaQMLrjA759/fufpRBKUAk0RkWj6/Xdf+2S2bUqj/MJ8hnw7hDXZa2hdvzX7N94/zpmUSuO006BOHT/x/8yZ8c6NSJkp0BQRiaaHHvIjzk8/nYLmTRk9YzT7Dd+PGyfcCMCFB1+IBX02RXapVq3tUx099lhcsyJSHgo0RUSiZdUqeOopCg1ePO9g2g9vzwVvX8CCdQto27AtL53+Erd2vzXeuZTK5pprfA35K6/4mQxEKhEFmiIi0fLII+Tm59DtpvoMmnY787Pm06ZBG8aeOpZZV8zi7I5nk2T62ZUyat0aTj3V15SPGBHv3IiUiX7xRKRacs6RX5gfvRuuWQPDh/NuW/g2Yx2ZGZk8f8rzzLlyDoMOGkRKUqWbtlgSyfXX+/2TT8LWrfHNi0gZKNAUkWrnh99/oP3w9rQb1o71OVGan/CxxyA7m7HHNgHg1u63cv5fz1eAKdHRvTsccgj88Qe89FK8cyNSago0RaTacM4x5JshdH22K3PXzmXh+oW8/NPLu3/jrCwYNow1teD9BmtJtmT+1uFvu39fkTCz7bWajz8Of145WSQhKdAUkWoha2sWp752Ktd9dB35oXy6N+sOwKhpo3b/5kOGwKZNvNK/HQWukH779iOzdubu31ck0plnwl57waxZ8PHH8c6NSKko0BSRKu+rJV/x16f+yjtz36FuWl3GnTmOjwd9TIP0BkxfOZ1pK6aV/+YbNvhAExhzkK9lOvfAc6ORbZEdpabCVVf515rqSCoJBZoiUmU553h4ysP0HN2TpRuXctjehzH90umcsf8Z1EypyaADBwG7Was5dChs2MDPJ3Rm2qZ51KtZj5PanRSlTyBSxKWXQno6fPghzJkT79yI7JICTRGpkrbmb2XQm4P4x8f/oNAV8o8j/sEXF3xBy/ott6UZ3GkwAC/99BLZ+dllf8imTdtqll44rQ0AZx1wFjVTau7+BxApToMGcN55/vXjj8c3LyKloEBTRKqcpRuW0uP5Hrz000tk1MjgjQFv8OAxD1IjucYO6To06cDh+xzOxtyNjJs9ruwPGjECsrIo7HYEL26YDMC5B6nZXGLsuuv8fuxYPwpdJIEp0BSRKuWrJV/R+ZnO/LDiB1rWa8nXF33N6e1PLzH94IN9reYz054p24OysuCBBwCYePUJ/L7pd9o0aEPXfbqWO+8ipdKuHRx/POTkwFNPxTs3IjulQFNEqoxR00bRe0xvVm9ZzVEtj+L7i7+nY2bHnV5zVoezqJ1amy+XfMkvf/xS+ofdfTesWwd9+jAmZRbgBwFpHXOpEDfc4PfBjAciiUqBpohUCWNmjOHi8ReTH8rnusOu48NzPqRhrYa7vK52am0GHjAQgGenPVu6h/3yCwwfDklJbHzwHt785U0AzjnwnHLnX6RM+vSBI47wTecagS4JTIGmiFR6s9fM5or3rwBgaL+hPHbcY2VakSc8KGjMzDHkFebt+oKbboLCQrjoIt5ImsvWgq0c2fzIHQYaicSUGdx/v3/98MPqqykJS4GmiFRq2fnZnDXuLLLzsxl04CCuPPTKMt+jy95d6NCkA2uy1zB+7vidJ54wAd57D/bYA+65hzEzxwBw3kHnlSf7IuV35JHQt69vOg/6C4skGgWaIlKpXfvBtfy8+mfaNWzHiBNGlKuPpJlxcaeLARg1fSdzahYUbO8b969/sShtK58v/pyaKTXpv3//8mRfZPfcd5/fDxsGy5fHNy8ixVCgKSKV1ss/vcyo6aOomVKT/535P2qn1i73vc458BzSktP4aP5HLNmwpPhEzzzjl/9r2RKuvZYXZr4AwGn7nUadtDrlfrZIuR1yCPTv70eg33NPvHMj8icKNEWkUpq3dh6XvnspAEOOG8KBmQfu1v0apDfg9Pan43A8N/25PydYvx7uuMO/fvBBNpDLiKkjAM2dKXF2zz2QlATPPgvz58c7NyI7UKApIpVOTkEOA14fwOa8zQzsMHBbs/fuCg8KGvLtEJZvLNIMee+9fsBFjx5wxhnc8dkdrNy8kq77dOXY1sdG5fki5bLffn61oIICuPPOeOdGZAcKNEWk0rlpwk3MXDWTNg3a8PSJT0dt7sreLXpzYtsTWZ+znsHjB+Oc8yfmz4cnnvAjfR97jGkrpzPs+2EkWzJPnvAkSaafUomzO++E1FR45RX48cd450ZkG/06ikilkrU1ixHfjyAlKYXX+r8W1b6RZsbIE0fSIL0BH87/kFHTRoFzcOmlkJ8P555L4cF/5fL3LifkQlxz2DUctOdBUXu+SLk1bw6XXeb/f7399njnRmQbBZoiUql8tvAzHI7uzbrT6S+don7/v+zxF0Yc7/te3jDhBhaO+D/49FNo2BAefJBnpj3Dd8u/Y6899uLuXndH/fki5XbbbZCRAePHw5Qp8c6NCKBAU0QqmYkLJwJwVMujYvaMszqcxYADfB/Q86ffQciA4cNZVcvxz4n/BODxvo+zR9oeMcuDSJllZsL11/vXV1zha+FF4qzSBZpm1tDMBpvZm2Y238y2mtkGM/vSzC4y27GzlJm1MDO3k+3VnTzrPDP7zsw2B8+YZGYn7iR9upndbWZzzSzHzFab2f/MrH00/xuIVGefLvwUgD4t+8T0OcP7DSMzL5XJTUM8cfGBMGAAN39yM+tz1tO3dV/NmymJ6dZboUULmDkTHn883rkRofRrtCWOM4EngRXAZ8ASIBM4HRgF9DOzM922XvzbzATeKuZ+Pxf3EDN7GLgRWAY8A6QCA4HxZna1c25YkfRpwMdAN2AqMARoGuT3BDPr45z7tuwfV0TClm9czty1c6mdWptD9zo0ps9q9MrbjHwjj1P+Bv9sOo/0H0YyduZY0pLTGHb8sKgNQBKJqowMePJJ6NfPDxA64wxo1SreuZJqrDIGmvOAk4H3nHOh8EEzuw34DjgDH3S+UeS6Gc65u0rzADM7Ah9k/gYc6pxbFxx/CPgBeNjM3nXOLYq47AZ8kDkOOCucNzN7DR/gPmdmHSPzLCJlE24279m8JzWSa8TuQUuWwA03cPImOL/OkYzeOJnL3rsMgNt63EabBm1i92yR3XXccXD22fDyy3D55fDhh37GBJE4qHRN5865T51z44sGbM65lcBTwdteu/mYy4L9feEgM3jGImA4kAZcED5uvmojfM3NkXlzzr0NfAHsD/TczXyJVGvhZvNY9s/EObjkEr9+9Kmn8vhlb9O0TlMA2jRow83dbo7ds0Wi5bHHoH59mDDBB5wicVLpAs1dCPd8Lijm3F5mdqmZ3Rbsd7aMSLjz14fFnPugSBqA1kAzYJ5zbmEprxGRMnDObavRjGn/zOefh48+8v9IP/kkddPr8Wr/V+nRrAcvnPYCNVNqxu7ZItHSpAk88oh/fd11sHZtfPMj1VZlbDovlpmlAOF14IoLEI8JtshrJgHnOeeWRBzLAPYGNjvnVhRzn1+DfduIY+2C/bwSslfcNSJSBr9m/cqyjctoVKsRHTM7xuYhixZtH7U7dCjsuScARzQ9gskXTI7NM0Vi5fzzYexYmDQJbrrJ/xElUsGqTKAJ/BfoALzvnPso4ng2cA++n+SC4NiBwF1Ab2Cimf3VObclOFc32G8o4Tnh4/UijpXnmh2Y2SXAJQCZmZlMmjSppKRRsXnz5pg/Q2KvOpXj27+/DUCHjA5M/jz6QV9Sbi4HX301e2zcyJru3Zm1117+H+gKUJ3KsSpLxHJMv/BCDv3qK5JGj2ZGx46s7xT9uWermkQsx8qsSgSaZnYNfvDOL8CgyHPOudXAHUUumWxmxwJfAocBg/GjxMui6Kj2nWZxV9c450YCIwE6d+7sevXqVcbslM2kSZOI9TMk9qpTOQ5/fTgAA7sMpFfnXtG9uXNw0UXw66/QujWNx4+nV70S/y6MuupUjlVZwpbjkiVw++389ckn/bRHtWrFO0cJLWHLsZKq9H00zexKfJA4G+jtnMsqzXXOuQL8dEgAR0acCtc+1qV4xdVe7uqaOkXSiUgZhFyIzxZ+BsBRrWIwEGjUKN+smJ4Ob7wBFRhkisTcP/4BBxwA8+f7Ueh/mv1PJHYqdaBpZtcBw/BzYfYORp6XxZpgnxE+EDShLwdqm9lfirlm32Af2R9zbrAvqQ9mcdeISCnNXDmTtVvX0qxuM1rXbx3dm3/3HVx1lX89ciQcpLXLpYpJTYVXX/V/SI0d6/+wEqkglTbQNLNbgMeAGfggc3U5bnN4sF9Q5Pinwf64Yq7pVyQN+Pk2lwBtzaxlKa8RkVKKXA0oqhOlr1kD/ftDXh5ceSWcc0707i2SSDp0gKef9q+vvhqmTYtvfqTaqJSBppn9Gz/45wfgKOfcHztJe5iZpRZzvA8QDC/lxSKnw/Nx/svM6kdc0wK4EsgFtg3fC1YhCl/zYOQymGZ2CtAD37T/eSk+nogUEZP1zQsL4W9/g6VL4fDD4dFHo3dvkUQ0aJCfIzY31/+BtW7drq8R2U2VbjCQmZ0H/AcoxE+Efk0xNRyLnHOjg9cPAAcEUxktC44dyPY5Lf/tnJsSebFzboqZPYpf7edHMxuHX4LyLKABcHWRVYEAHgVOBPoD35rZRPzcmmfiR75fqFWBRMourzCPyYv9KPOozp/5r3/BxInQuDG8/rpvXhSp6oYMgalTfY3m+efDm29CUqWsc5JKotIFmkC4aToZuK6ENJ8Do4PXLwCnAYfim7BrAKuA/wHDnHNfFHcD59yNZvYjcBV+2qEQMA14yDn3bjHpc83saOBW4Gx8belG/LRKdzrnZpftY4oIwHfLv2NL/hbaN2rPXnvsFZ2bDh0KDzzg/4F97TXYZ5/o3Fck0dWsCePGQadO8M478PDDcLNWu5LYqXSBZrBe+V1lSP8s8Gw5nzUGGFOG9FuBO4NNRKIgsn9mVLz0ElxzjX89ciT07h2d+4pUFi1b+kFBJ58M//wnHHYY9NQKyRIbqi8XkYQW1f6Z773nmwsBHnzQz50pUh2ddBLceiuEQr6/5i+/xDtHUkUp0BSRhLUlbwtfL/0aw+jVotfu3ezLL/0/qAUFcMstfm5BkersnnugXz/44w84+mi/BKtIlCnQFJGE9dXSr8gP5dPpL52on15/1xeUZOZMOPFEyMmBwYPh/vujl0mRyiolxffX7NEDli+HY46BlWWdjlpk5xRoikjC+mTBJ8BuNpv/+iv07QsbNsAZZ8BTT0E05+IUqcxq1YLx4/3goPnz4dhjNe2RRJUCTRFJSKs2r2LkDyMB6Ldvv12kLsH06b62ZtUqOOooPxAoOTmKuRSpAurWhQ8/hP32g59+guOPh82b450rqSIUaIpIQrr5k5vZkLuB49ocR8/m5RgR+9lnfiRtOMh86y1IS4t+RkWqgsaN4eOPoXlz+OYbOPVU39VEZDcp0BSRhDN58WTGzhxLWnIaQ/sNLfuyk+PGwXHHwaZNcNZZfrR57dqxyaxIVbHPPvDJJ5CZ6RczOOEEWL8+3rmSSk6BpogklPzCfK547woAbu1+K20atCnbDZ58EgYM8OuXX301vPyyajJFSqtNG1+zmZkJn34K3bvD4sXxzpVUYgo0RSShDPl2CLPWzKJ1/dbc0u2W0l/oHNx5J1xxhX99331+uT0trydSNh07+ubz9u1h1iw4/HC/ZKVIOegXWEQSxrKNy7hr0l0ADO03lPQa6aW7cMMGP0fmf/7jA8tnnoHbbtPocpHyatECpkzxK2etXAlHHgnv/mn1ZZFdUqApIgnj+o+uZ0v+Fk5vf3rpR5pPn+6nZvl//w/q1PGDfgYPjm1GRaqDevX8aPRBg2DLFjjlFBgxIt65kkpGgaaIVKgZK2fwxeIvWJu9dofjH83/iHGzx5FRI4PH+z6+6xs559cq79oVFiyAgw/2zXsnnRSjnItUQ6mpMGaM75YSCsGVV8I55/hWBJFSSIl3BkSkevh66dfcMemObZOwA2RmZLJ/4/05oPEBvD//fQDu6HkHTes23fnNNm+Gyy+HF1/07y+9FB5/HGrWjFX2RaovM7jrLmjVyn/vXnoJvvgCXnjBN6mL7IQCTRGJqam/T+WOz+7gg/kfAFAnrQ5tG7Zlzpo5rNqyilVbVvHZos8A2L/x/lx3+HU7v+HkyXDxxTBvnl/V5OmnfQ2LiMTWuef6gUF//ztMnQq9esGtt/ogNDU13rmTBKVAU0RiYs6aOdw68VbemfsOALVTa3PtYddyQ9cbaJDegJALsWTDEmavmc2s1bNYvGExl3e+nNTkEv7BWrcObr4ZRo3y7/ffH15/3e9FpGK0besHCd19N9x/v98mTPCtC/vtF+/cSQJSoCkiUffevPcY+MZANudtJj0lnau6XMXN3W6mUa1G29IkWRIt6rWgRb0WHL/v8SXfzDn43//g2mv9Kj+pqX5E+a23an5MkXioUQPuvdcvinDOOfDDD3DQQf47evvtflCeSECDgUQkqoZ+O5STXz2ZzXmbGXDAABZcu4AHj3lwhyCz1BYsgBNPhIEDfZDZowfMmOEHJijIFImv7t1h5ky48EK/QMJDD8G++/rpxQoL4507SRAKNEUkKgpCBVz1/lVc8+E1hFyIO3veyatnvMqetfcs+81WrPATr7drB++/D3Xr+hHmkyb5SaRFJDHUrQvPPgvffw/dusHq1XDJJXDIIf77KtWeAk0R2W0bczdy0isnMfz74aQmp/LiaS9yV6+7yr5GeVYW3HILtG7tl5IMheC88+CXX/wAIK3yI5KYOnf2I9Ffew2aN/c1nb17Q9++filL5+KdQ4kT/WqLyG5ZvH4x3Z7rxofzP6RRrUZMPHcifz/w72W7ybp1vs9Xy5bw4IOwdSucfjr89BOMHg17lqNWVEQqlhkMGABz5vglYGvX9gOFjjoKunTxg/fUpF7tKNAUkXKbsnQKXUZ14efVP9OuYTu+uegbujfrXvobzJnj5+XbZx/4979h40Y45hj47jt44w2NKBepjNLT/YC9xYvhnnugcWM/HdKAAX7U+ogR/rsu1YICTREplxdmvkDvMb1ZvWU1R7c6mq8v+prWDVrv+sJQyPe77NvXB5JPPQXZ2T7A/PRTXwNy6KGx/wAiElsNGvhR6IsX++CyVSs/wO/KK30rxaBBMHGi/02QKkuBpoiUSciFuG3ibZz71rnkFeZxRecreP/s96mfXn/nF/76q5/YuW1bOOEEH1Cmp/tVfWbN8u97966QzyAiFSg93bdczJvnpyo78kjfPebFF+Hoo6FFCx+Qzp0b75xKDGgeTREptS15Wxj05iDe/OVNki2ZIccN4couV5Z8wapVfnDASy/55vCwpk3hqqtg8GBf6yEiVV9yMpx5pt8WLICxY/066osW+T6d993nZ5o4+WS/de3qr5FKTYGmiJTK10u/5vL3LmfmqpnUTavL62e+zjGtj9kxkXO+1uK99/z2+efbO//Xru0H+Jxzjq+5TNHPj0i11aqVb+G44w6/rOzo0fD2275W86GH/NawoW/96NsXevaEvfeOd66lHPRLLyI79VvWb/xz4j95ffbrALRp0IbxfxvPfo2C5eays+HLL7cHl7/5W1FIAAASd0lEQVT9tv3ilBQ/4fo558BJJ/m1yUVEwpKS/JrpvXpBfj589RWMHw/vvAPz5/taz7FjfdrWrX3AGd6aNfMj3SWhKdAUkWJlbc3i3sn3Muy7YeSH8klPSefGrjdy8wEXs8c3P8Lk5/y8eVOnQkHB9gsbNIB+/bbXRKhpXERKo0aN7UHnww/72s3x4/3E71984f+I/e03eO45n75JEz8x/CGH+Hk8DznE13oq+EwoCjRFBPCDfH7L+o1pK6bx/e/f8+z0Z1mfsx7DOC+1C/fOb8Y+r74Fs+7bcfLlpCTo1Mmve3zCCXDYYepXJSK7xwz2289v//iH/2N2xgzfHefzz30ryurV8MEHfgtr1AgOOMDPaBG5ZWYqAI0TBZoxYGb7AP8BjgMaAiuAt4C7nXPr4pk3EYC8wjzmrJnDzFUzmbFyBtOWT2X6iulsLNi8Q7o+C+DhCY6DV34HBIN5UlP95Ms9evjRo0ccAXXqVPyHEJHqIyXF11p27gw33uj/2F24EH74wW9Tp/r9H39sD0Yj1anj+4UW3Zo18/P47rFHfD5XNaBAM8rMrDUwBWgCvA38AnQBrgWOM7Nuzrm1ccyiVBMhF2L1ltUsXr+YJRsWs+j32fy8ZCoz1vzMnNxl5PPnFTr22gidVvit9yLouSwZ69ARju/kay07dYK//tVPVyIiEi9m24PFM8/0x5yDpUv9QhCzZ++4rV/va0RnzCj+fnXq+Nkw9tmHdklJ8PHHvhY0M9PP+ZmZ6Seer19fS+GWkQLN6BuBDzKvcc4NDR80s0eB64H7gMvilDepYiw/H37/nRVLZvH9oilMXT2DqRt/YV7+Spaykbyk4idCNgf7ZsFBK+GgVdBppdEprQV7tuwI7dtD3/a++aljR0hLq+BPJSJSDma+hrJZM98/PMw5yMryUyr99pvfh7elS2HZMr9S0axZMGsWf4Edm+MjJSX5YLNRIz8qvmFD/75+fahXb8etTh1fUxq5z8iodk34CjSjyMxaAccCi4DhRU7fCVwCDDKzG51zWyo4exInuQW5/JH9B39k/8Ga7DX+9ZY1ZG1cxaYtWWzMXsfGrevZmLOBjbmbcIUFpIeSqFlopBdAep4jLS+E5eYSys3F5eUSys0hlJfLupQCzt4Lfi/ach38wd14CzTb4LemW2vQnsYclNGKjk06UrvNfnBMS18j0KaNAkoRqZrMtgeFxa06Fg5Ely2DZcuY++mntKtXD1au9HMBr1rlX//xh68ZXbvWb+WVkeG32rW3v87I8C1FtWrtuK9Zc/s+cktLK35LTf3zVqtWXGf8UKAZXX2C/QTn3A5VSc65TWb2FT4QPRyYWNGZC1u2dBYrVs5i0YI61EhJJTU5jRopqdRISSXJkgkRIuRCFIYKCTn/2jDMIMkZZkaSJWEOHA6cwwWb/6yh4H1o2+ttg0ciX+PA+WPmwPCbv2WInIIccvNzyCnMIacgh5yCXJwrJJkkvzkj2YxkZ4RCIUKhQkKhAgoLCwiFCnGhEIQKIeT8Emcu5PehEMkhSAo5kkKO5JCDwhBr89bze34WK/Ky+L0gixUF61kX2kI9l0ZDl07DUBqNQjVpWJhGrQKjoCCP/MI8CgrzyS/MI78wn9VuC8uTN7MsOZtlqTksS8thbeqfm6jLpEawZZScpE5+Ep231KVzYSaHprakY4P9aLpXe2o1beVHYe69t/ogiYgUJzIQPeggVmRk0K5Xr+LTFhT4oPSPP3ywGQ4+i27r1sGmTdu3jRv9fsuW7dvq1RXz+S691C/1GycKNKOrXbCfV8L5X/GBZlviGGhe8+gxvFlvBWi1r7Iz/LemDN+clEJonA2NimwN8lOoQxp1LI06SbWok1yLPWpkYLUyyKldk60ZqeTUSiMnvQZbayZhtWpjGRkkZdTGMmqTVHsPFi5byd+POod9G+5LkqnfkIhITKWk+GmVmjQp3/WhkJ97ePNmH2yG99nZftu6dcd9To7ftm7d/jonB3Jz/7zl5RW/xXmwpgLN6Kob7DeUcD58vF7RE2Z2Cb5pnczMTCZNmhT1zIXVyUmm9bok8pMd+UmQl+TIT4a8JAgZJDtIctv3SUEFZMh8BWTIwBmEiKiFhG21kpGvDTBn7KxHisPfb1s9p/nraxYaaYVGzUJILTTSQkaSMwqToNAchUbwOsgv/rwBydueaUGmDGfb7x8yI2QQMhfsoV5BDZrk1yQzvyZNCtJpUphOvVAaG2qEWFcjn6waBaxLyWNdSh7ZyYWkkEKKJZOSlEJSsK+XVJvGyfVpUqMhjVMb0Ti1MXVrNoCa6RSmphJKS/Nbamqx/XRcsKUGW90/pYiQD40zmrPi5xWsYMXOUkqC27x5c0y/81IxVI5VQ1zKMSXFB4SxCgrj+P+lAs2KFY4sXNETzrmRwEiAzp07u14lVdtHQa9eS5k0aRKxfIZUDJVj1aByrBpUjlWDyjG61NYWXeEay5IqouoUSSciIiJSZSnQjK5wr8e2JZzfN9iX1IdTREREpMpQoBldnwX7Y812HJlhZnsA3YCtwDcVnTERERGRiqZAM4qcc78BE4AWwJVFTt+Nn6BmrObQFBERkepAg4Gi7wr8EpRPmNlRwBzgMKA3vsn8X3HMm4iIiEiFUY1mlAW1mp2B0fgA80agNfAE0FXrnIuIiEh1oRrNGHDOLQUuiHc+REREROJJNZoiIiIiEhMKNEVEREQkJhRoioiIiEhMKNAUERERkZhQoCkiIiIiMaFAU0RERERiwpxz8c6DFGFma4DFMX5MI+CPGD9DYk/lWDWoHKsGlWPVoHIsu+bOucbFnVCgWU2Z2VTnXOd450N2j8qxalA5Vg0qx6pB5RhdajoXERERkZhQoCkiIiIiMaFAs/oaGe8MSFSoHKsGlWPVoHKsGlSOUaQ+miIiIiISE6rRFBEREZGYUKApIiIiIjGhQLMaMbN9zOw5M/vdzHLNbJGZPW5m9eOdN9nOzBqa2WAze9PM5pvZVjPbYGZfmtlFZlbs99bMjjCz980sy8yyzexHM7vOzJIr+jNI8cxskJm5YBtcQhqVY4Iysx5m9oaZrQh+Q1eY2QQzO76YtCrHBGRmJwRltiz4bV1gZq+bWdcS0qscd5P6aFYTZtYamAI0Ad4GfgG6AL2BuUA359za+OVQwszsMuBJYAXwGbAEyAROB+oCbwBnuogvr5mdEhzPAV4DsoCTgHbAOOfcmRX5GeTPzKwp8BOQDNQGLnbOjSqSRuWYoMzsduAe/ETe7+K/n42Ag4HPnHM3R6RVOSYgM3sAuBlYC7yFL8s2wMlACnCuc+7FiPQqx2hwzmmrBhvwEeCAq4scfzQ4/lS886htW5n0wf+YJRU5vic+6HTAGRHH6wCrgVygc8Txmvg/LhwwMN6fqzpvgAGfAL8BDwVlMrhIGpVjgm7AmcF//4+BPYo5X0PlmNhb8PtZCKwEmhQ51zsolwUqx+hvajqvBsysFXAssAgYXuT0ncAWYJCZZVRw1qQYzrlPnXPjnXOhIsdXAk8Fb3tFnOoPNAZedc5NjUifA9wevL08djmWUrgG/wfEBfjvW3FUjgko6KryAJANnO2c21Q0jXMuP+KtyjExNcd3F/zWObc68oRz7jNgE77cwlSOUaJAs3roE+wnFBO8bAK+AmoBh1d0xqTMwv+gFUQcC5fvh8Wkn4z/B/IIM0uLZcakeGbWHvgvMMQ5N3knSVWOiekIoCXwPrAu6ON3i5ldW0K/PpVjYvoVyAO6mFmjyBNmdiSwB77VIUzlGCUKNKuHdsF+Xgnnfw32bSsgL1JOZpYCnBu8jfzxK7F8nXMFwEJ8/6NWMc2g/ElQZi/guzzctovkKsfEdGiwXwVMw/fP/C/wODDFzD43s8iaMJVjAnLOZQG34Pu7zzazkWZ2v5n9D5iA7xZxacQlKscoSYl3BqRC1A32G0o4Hz5erwLyIuX3X6AD8L5z7qOI4yrfxHUHfrBId+fc1l2kVTkmpibB/jJ8cHE08C2+KfYRoC/wOtu7s6gcE5Rz7nEzWwQ8B1wccWo+MLpIk7rKMUpUoyngByqA79wsCcjMrgFuxM8WMKislwd7lW8FMrMu+FrMR5xzX0fjlsFe5VixwtPYGNDfOTfRObfZOTcLOA1YBvQsaXqcYqgc48TMbgbGAaOB1kAGcAiwAHjJzB4sy+2CvcpxFxRoVg/hv7zqlnC+TpF0kkDM7EpgCDAb6B00AUVS+SaYiCbzecC/S3mZyjExrQv2C5xzMyNPBLXU4daFLsFe5ZiAzKwXflDXO865G5xzC5xz2c65afg/GJYDNwaDZ0HlGDUKNKuHucG+pD6Y+wb7kvpwSpyY2XXAMOBnfJC5sphkJZZvEPC0xA8eWhCrfMqf1MaXR3sgJ2KSdoef6QHgmeDY48F7lWNiCpfL+hLOhwPR9CLpVY6J5cRg/1nRE865bOA7fEx0cHBY5RglCjSrh/AX69iiq8qY2R5AN2Ar8E1FZ0xKZma3AI8BM/BB5uoSkn4a7I8r5tyR+BkFpjjncqOfSylBLvBsCdv0IM2Xwftws7rKMTFNxgcU+5pZajHnOwT7RcFe5ZiYwqPDG5dwPnw8L9irHKMl3hN5aquYDU3YXqk2fHOrA6YCDXaRtg6wBk0sXCk24C5KnrBd5ZiAG/Bi8N//3iLHjwFC+NrOeirHxN2AAcF/+5XA3kXO9QvKcSvQUOUY3U1LUFYTxSxBOQc4DL8iwjzgCKclKBOCmZ2H76xeCAyl+D5Ai5xzoyOuORXfyT0HeBW/VNrJBEulAQOcvuwJwczuwjefF7cEpcoxAZlZE/x8w22AL/DNrM3xffscfiL31yPSqxwTTNCa9xF+1oBNwJv4oLM9vlndgOucc0MirlE5RoECzWokWGv5P/imgIb4tXrfAu52fx5gInESEYjszOfOuV5FrusG/Avoiv+rez5+Go8nnHOF0c+plMfOAs3gvMoxAZlZA/yKMKcBe+ODlS+B+51zf+p2pHJMPGZWA7gSGAjsj2/+zsL/4fCEc25CMdeoHHeTAk0RERERiQkNBhIRERGRmFCgKSIiIiIxoUBTRERERGJCgaaIiIiIxIQCTRERERGJCQWaIiIiIhITCjRFREREJCYUaIqIiIhITKTEOwMiIrJzZlZ0ZY08YCOwFJgGvAFM0EolIpJotDKQiEiCiwg07w72yUA94ACgG5AKTAX+7pybV/E5FBEpngJNEZEEFw40nXNWzLlMYChwJr6Gs7NzbnXF5lBEpHjqoykiUok551YBA4FJQFPgtsjzZnaImQ0xs5lmlmVmOWb2q5k9Ymb1i6S9zMycmd1R3LPMbE8zyzezn2L0cUSkilGNpohIgttZjWZEmqOAT4DVwJ4u+HE3s6eA04DP8TWeyUAnoAcwBzjMObcpSFsbWA5sAFoW7fNpZrcB9wFXO+eGRfMzikjVpEBTRCTBlTLQTAM24wd5tnLOLQyONweWFRM0XgSMAm51zj0QcXwYcCVwknPu3YjjBvwGZAJ7Oec2ROnjiUgVpqZzEZEqwDmXC6wN3jaOOL64hNHoz+FHrvctcvzJYH9pkePHAi2B1xRkikhpKdAUEak6wjWe25qqzKyGmV1lZl8GfTQLgxrSEFAH2DvyBs65WcBkoJ+ZNY04dUmwfyp22ReRqkbzaIqIVAFmVhNoELxdE3HqNXwfzQXA28BKIDc4dx2QVsztRgBHAoOBO81sT+BkYIZz7rvo515Eqir10RQRSXCl7KN5NPAxsMo5t2dwrDPwPX6Q0PHOufyI9En4Pp2rnXMtityrBn7gUAHQHLgFPwjocuecajRFpNTUdC4iUskFQeO/grcvR5xqE+zfiQwyA12A9OLuF6QdhW9WPwlfs7kZeClaeRaR6kGBpohIJWZmTYBXgV7AEuD/Ik4vCva9irlm+C5uPRIoBIbhBwG9HJ4GSUSktNR0LiKS4IpZgjKJ7UtQdscvQfkdfgnK+RHXJePnz+wGfA18iZ+eqB8wF2gF5BdtOo+4/m1830yAQ5xz06L3qUSkOlCgKSKS4CICzbA8YBOwGJgGvAFMcM6Firm2AXAvcDywJ35C9teCY7MBdhJongK8BUx1zh0ajc8iItWLRp2LiCS4nQ0CKsW1WcAVJZxusYvLDw72GgAkIuWiGk0REfkTM9sD+BWoATR1zmXHOUsiUgmpRlNERLYxsxPwa6GfhO/PeZOCTBEpLwWaIiIS6UzgPGAVcD/wWHyzIyKVmZrORURERCQmNI+miIiIiMSEAk0RERERiQkFmiIiIiISEwo0RURERCQmFGiKiIiISEwo0BQRERGRmPj/DkUnCh9IkgkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "city_I的最佳拟合参数\n",
      "0.9526315789473684 121428.57142857143 0.1\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "city_J的最佳拟合参数\n",
      "0.9526315789473684 50000.0 0.1\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "city_K的最佳拟合参数\n",
      "0.9526315789473684 257142.85714285713 0.1\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "0.6980248207949874"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def adj_lamda(lamda_init,t,decay_rate):\n",
    "    # 衰减系数\n",
    "    #decay_rate= 0.02+decay_rate\n",
    "    decay_steps = 4\n",
    "    # 迭代轮数\n",
    "    global_steps = 90\n",
    "    # 指数感染率衰减过程\n",
    "    decayed_lamda = lamda_init * decay_rate**(t / decay_steps)\n",
    "    return decayed_lamda\n",
    "#定义误差\n",
    "def RMSE(data1,data2):\n",
    "    return np.sqrt(np.mean((data1-data2)**2))\n",
    "def RMSLE(data1,data2):\n",
    "    return np.sqrt(np.mean((np.log1p(data1)-np.log1p(data2))**2))\n",
    "#找到第一次出现病例的那天\n",
    "def find_zero(data):\n",
    "    for i in range(len(data)):\n",
    "        if data[i]>0:\n",
    "            return i\n",
    "#寻找参数\n",
    "def get_param(x,city):\n",
    "    x=x[find_zero(x):]\n",
    "    # 对城市总人口的估计\n",
    "    N_dic ={'A':5e6,'B':0.2e6,'C':2e6,'D':0.3e6,'E':0.15e6,\n",
    "            'F':5e6,'G':0.2e6,'H':0.2e6,'I':0.15e6,'J':0.15e6,'K':0.3e6}\n",
    "    lamda_list=np.linspace(0.1,1,20) #lamda 50个候选值\n",
    "    init_list=np.linspace(0.1,10,10) #初始感染人数,3个值\n",
    "    N_init=N_dic[city]  #先估计一下各个区人口总数\n",
    "    N_list=np.linspace(50000,N_init*5,50)#人口总数给100个值\n",
    "    #总共需要搜索的次数(50*3*100)\n",
    "    best_param={}\n",
    "    loss=1e5\n",
    "    #decay_rate_city={'A':0.935,'B':0.93,'C':0.955,'D':0.93,'E':0.93,\n",
    "            #'F':0.925,'G':0.93,'H':0.93,'I':0.975,'J':0.955,'K':0.97}#1.44\n",
    "    #decay_rate_city={'A':0.935,'B':0.96,'C':0.955,'D':0.96,'E':0.96,\n",
    "            #'F':0.95,'G':0.96,'H':0.97,'I':0.98,'J':0.96,'K':0.98}#1.33\n",
    "    #decay_rate_city={'A':0.93,'B':0.96,'C':0.98,'D':0.96,'E':0.96,\n",
    "            #'F':0.96,'G':0.95,'H':0.95,'I':0.985,'J':0.96,'K':0.975}#1.28\n",
    "    decay_rate_city={'A':0.93,'B':0.94,'C':0.98,'D':0.945,'E':0.955,\n",
    "            'F':0.944,'G':0.94,'H':0.955,'I':0.985,'J':0.96,'K':0.975}#1.04\n",
    "    for lamda_init in lamda_list:\n",
    "        for init_person in init_list:\n",
    "            for N in N_list:\n",
    "                gamma = 0.05 # recover rate\n",
    "                sigma = 1 / 3# exposed period\n",
    "                T=90\n",
    "                s = np.zeros([T])\n",
    "                e = np.zeros([T])\n",
    "                i = np.zeros([T])\n",
    "                r = np.zeros([T])\n",
    "                add=np.zeros([T])\n",
    "                i[0] = init_person/N #初始感染人数估计\n",
    "                add[0]=i[0]#\n",
    "                s[0] = 1\n",
    "                e[0] = init_person/N #初始潜伏期人数估计\n",
    "                for t in range(T-1):\n",
    "                    lamda=adj_lamda(lamda_init,t,decay_rate_city[city])\n",
    "                    s[t + 1] = s[t] - lamda * s[t] * i[t]\n",
    "                    e[t + 1] = e[t] + lamda * s[t] * i[t] - sigma * e[t]\n",
    "                    i[t + 1] = i[t] + sigma * e[t] - gamma * i[t]\n",
    "                    add[t+1] = sigma * e[t]\n",
    "                    r[t + 1] = r[t] + gamma * i[t]\n",
    "                tmp=RMSLE(add[60-len(x):60]*N,x)\n",
    "                if tmp<loss:\n",
    "                    loss=tmp\n",
    "                    best_param['lamda']=lamda_init\n",
    "                    best_param['N']=N\n",
    "                    best_param['init']=init_person\n",
    "                    best_param['value']=add*N\n",
    "                    \n",
    "    return best_param\n",
    "\n",
    "#\n",
    "def search_param():\n",
    "    pre_dic={}\n",
    "    for city in ['A','B','C','D','E','F','G','H','I','J','K']:\n",
    "        infection=city_infect[city]\n",
    "        y=infection.values\n",
    "        #10471, 7622, 95405, 12777, 3695\n",
    "        re=get_param(y,city)\n",
    "        pre_dic[city]=re['value'][60:]\n",
    "        print(\"city_%s的最佳拟合参数\"%city)\n",
    "        print(re['lamda'],re['N'],re['init'])\n",
    "        #画图检验搜索出来参数的真实拟合效果\n",
    "        fig, ax = plt.subplots(figsize=(10,6))\n",
    "        ax.plot(re['value'], c='r', lw=2, label='SEIR')\n",
    "        ax.plot(y, c='g', lw=2, label='true')\n",
    "        ax.set_xlabel('Day',fontsize=20)\n",
    "        ax.set_ylabel('Infect count', fontsize=20)\n",
    "        ax.grid(1)\n",
    "        plt.title(city,fontsize=20)\n",
    "        plt.xticks(fontsize=20)\n",
    "        plt.yticks(fontsize=20)\n",
    "        plt.legend();\n",
    "        save_dir='SEIR_fit/'\n",
    "        if not os.path.exists(save_dir):\n",
    "            os.makedirs(save_dir)\n",
    "        #plt.savefig(os.path.join(save_dir,city+'.png'))\n",
    "        plt.show()\n",
    "        plt.close()\n",
    "    return pre_dic\n",
    "#开始搜索参数\n",
    "pre_dicSeir=search_param()\n",
    "#\n",
    "#为每个区域分配新增人数，生成提交的csv文件\n",
    "import random\n",
    "import os\n",
    "#以最后一天为基准,求一个比例，给各个区域分配预测值\n",
    "def get_ratio(infection):\n",
    "    grouped=infection.groupby(['date'])\n",
    "    last_df=grouped.get_group(21200629).reset_index(drop=True)\n",
    "    ratio=last_df['index']/last_df['index'].sum()\n",
    "    return ratio.values\n",
    "ratios={}\n",
    "for city in ['A','B','C','D','E','F','G','H','I','J','K']:\n",
    "    ratios[city]=get_ratio(infection_data[city])\n",
    "#写结果\n",
    "pre_dic=pre_dicSeir#Seir的预测结果\n",
    "submit=pd.read_csv('submits/submission.csv',header=None)\n",
    "submit.columns = ['city','region_id','date', 'index']\n",
    "#\n",
    "submit=submit.drop(['index'],axis=1)\n",
    "pres=[]\n",
    "def convert_date(date):\n",
    "    if date==21200630:\n",
    "        return 0\n",
    "    else:\n",
    "        return date-21200700\n",
    "def get_result(city,region_id,date):\n",
    "    tmp=random.choice([0,0,2,2,1,2,2,1,2,0,0,1,0,2,0,2,2,1])\n",
    "    if city=='A':\n",
    "        pre=pre_dic['A'][convert_date(date)]*ratios['A'][region_id]+tmp\n",
    "    if city=='B':\n",
    "        pre=pre_dic['B'][convert_date(date)]*ratios['B'][region_id]+tmp\n",
    "    if city=='C':\n",
    "        pre=pre_dic['C'][convert_date(date)]*ratios['C'][region_id]+tmp\n",
    "    if city=='D':\n",
    "        pre=pre_dic['D'][convert_date(date)]*ratios['D'][region_id]+tmp\n",
    "    if city=='E':\n",
    "        pre=pre_dic['E'][convert_date(date)]*ratios['E'][region_id]+tmp\n",
    "    if city=='F':\n",
    "        pre=pre_dic['F'][convert_date(date)]*ratios['F'][region_id]+tmp\n",
    "    if city=='G':\n",
    "        pre=pre_dic['G'][convert_date(date)]*ratios['G'][region_id]+tmp\n",
    "    if city=='H':\n",
    "        pre=pre_dic['H'][convert_date(date)]*ratios['H'][region_id]+tmp\n",
    "    if city=='I':\n",
    "        pre=pre_dic['I'][convert_date(date)]*ratios['I'][region_id]+tmp\n",
    "    if city=='J':\n",
    "        pre=pre_dic['J'][convert_date(date)]*ratios['J'][region_id]+tmp\n",
    "    if city=='K':\n",
    "        pre=pre_dic['K'][convert_date(date)]*ratios['K'][region_id]+tmp\n",
    "    return pre\n",
    "#\n",
    "for _,city,region_id,date in submit.itertuples():\n",
    "    pre=get_result(city,region_id,date)\n",
    "    if pre<0:\n",
    "        pre=0\n",
    "    pres.append(int(pre))\n",
    "\n",
    "submit['index']=pres\n",
    "submit_dir='submits/'\n",
    "if not os.path.exists(submit_dir):\n",
    "    os.makedirs(submit_dir)\n",
    "submit.to_csv(os.path.join(submit_dir,'submission7_31v1.csv'),index=False,header=False)\n",
    "#\n",
    "def RMSLE(data1,data2):\n",
    "    return np.sqrt(np.mean((np.log1p(data1)-np.log1p(data2))**2))\n",
    "re_sub1=pd.read_csv('submits/submissionShilft1_16.csv',header=None)\n",
    "re_sub1.columns = ['city','region_id','date', 'index']\n",
    "re_sub2=pd.read_csv('submits/submission7_31v1.csv',header=None)\n",
    "re_sub2.columns = ['city','region_id','date', 'index']\n",
    "RMSLE(re_sub1['index'],re_sub2['index'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "baidu",
   "language": "python",
   "name": "baidu"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
